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living-evidence.doralemon.chatgpt.site

living-evidence.doralemon.chatgpt.site

live Unverified (seed import) Health & Education 28 tools imperative implementation

A Living Evidence document: a meta-analysis of the Pygmalion effect that you — and your AI agent — can cross-examine, re-run, and extend, right on this page.

First seen 2026-11-05 · Last seen 2026-11-05 · Source: webmcp.com

Answer 12 · Act 16 · Transact 0 · Score: Not yet scored

Tool inspector

propose_study

act imperative

Propose one independent SMD record. Source locator, quote, derivation, design, outcome/timepoint, experiment id, SMD variant/direction, collection frame and explicit risk-of-bias status are required. An assessed RoB label additionally requires instrument, assessor, date, source, and domain rationales; otherwise use not_assessed. DOI remains optional when none exists. Dependent records and incompatible estimands are rejected because this v1 package runtime does not model their covariance. Human approval accepts an extraction into the local evidence base; it does not independently verify it.

Page: /

Input schema

PropertyTypeRequiredDescription
author string yes —
year integer yes —
yi number yes standardized mean difference, coded in effect_direction
vi number yes sampling variance of yi
weeks number yes weeks of prior teacher-student contact
setting string no IQ test administration setting (group|indiv)
tester string no whether the tester knew the expectancy assignment (aware|blind)
n1i integer no expectancy-group sample size
n2i integer no control-group sample size
source string yes citation or URL for provenance
quote string yes short verbatim excerpt the extracted numbers were read from (required)
derivation string yes how yi and vi were derived, including the metafor measure or source cells used
source_url string no resolvable source URL when available; the page does not fetch or verify it
source_locator string yes page, table, figure, row, cell, or supplement locator
doi string no DOI when one exists; omit rather than inventing one
study_design string yes design relevant to interpreting this effect-size record
outcome string yes outcome represented by yi
timepoint string yes measurement time point represented by yi
experiment_id string yes unique experiment id; v1 rejects a second record with the same id because dependent effects are unsupported
record_role string no what this row represents within its experiment
smd_variant string yes exact standardized-mean-difference definition
smd_variant_detail string no required description when smd_variant is other
effect_direction string yes what a positive yi means, including contrast direction
collection_frame string yes eligibility/search frame defining what this evidence base attempted to collect
risk_of_bias_status string yes overall status; an assessed label requires all assessment metadata and remains author-supplied/unverified
risk_of_bias_instrument string no named assessment instrument/version when assessed
risk_of_bias_assessor string no person or team responsible for the assessment
risk_of_bias_date string no assessment date (YYYY-MM-DD)
risk_of_bias_source string no citation, file, registry or record locating the assessment
risk_of_bias_overall_rationale string no rationale for the overall judgment; stored verbatim and not checked against an instrument-specific algorithm
risk_of_bias_domains array no instrument-specific domain judgments with a rationale
Raw JSON schema
{
  "type": "object",
  "properties": {
    "author": {
      "type": "string",
      "minLength": 1
    },
    "year": {
      "type": "integer",
      "minimum": 1900,
      "maximum": 2100
    },
    "yi": {
      "type": "number",
      "minimum": -10,
      "maximum": 10,
      "description": "standardized mean difference, coded in effect_direction"
    },
    "vi": {
      "type": "number",
      "exclusiveMinimum": 0,
      "description": "sampling variance of yi"
    },
    "weeks": {
      "type": "number",
      "minimum": 0,
      "description": "weeks of prior teacher-student contact"
    },
    "setting": {
      "type": "string",
      "enum": [
        "group",
        "indiv"
      ],
      "description": "IQ test administration setting (group|indiv)"
    },
    "tester": {
      "type": "string",
      "enum": [
        "aware",
        "blind"
      ],
      "description": "whether the tester knew the expectancy assignment (aware|blind)"
    },
    "n1i": {
      "type": "integer",
      "minimum": 1,
      "description": "expectancy-group sample size"
    },
    "n2i": {
      "type": "integer",
      "minimum": 1,
      "description": "control-group sample size"
    },
    "source": {
      "type": "string",
      "minLength": 1,
      "description": "citation or URL for provenance"
    },
    "quote": {
      "type": "string",
      "minLength": 1,
      "description": "short verbatim excerpt the extracted numbers were read from (required)"
    },
    "derivation": {
      "type": "string",
      "minLength": 1,
      "description": "how yi and vi were derived, including the metafor measure or source cells used"
    },
    "source_url": {
      "type": "string",
      "description": "resolvable source URL when available; the page does not fetch or verify it"
    },
    "source_locator": {
      "type": "string",
      "minLength": 1,
      "description": "page, table, figure, row, cell, or supplement locator"
    },
    "doi": {
      "type": "string",
      "description": "DOI when one exists; omit rather than inventing one"
    },
    "study_design": {
      "type": "string",
      "minLength": 1,
      "description": "design relevant to interpreting this effect-size record"
    },
    "outcome": {
      "type": "string",
      "minLength": 1,
      "description": "outcome represented by yi"
    },
    "timepoint": {
      "type": "string",
      "minLength": 1,
      "description": "measurement time point represented by yi"
    },
    "experiment_id": {
      "type": "string",
      "minLength": 1,
      "description": "unique experiment id; v1 rejects a second record with the same id because dependent effects are unsupported"
    },
    "record_role": {
      "type": "string",
      "description": "what this row represents within its experiment"
    },
    "smd_variant": {
      "type": "string",
      "enum": [
        "Hedges_g",
        "Cohen_d",
        "Glass_delta",
        "other"
      ],
      "description": "exact standardized-mean-difference definition"
    },
    "smd_variant_detail": {
      "type": "string",
      "description": "required description when smd_variant is other"
    },
    "effect_direction": {
      "type": "string",
      "minLength": 1,
      "description": "what a positive yi means, including contrast direction"
    },
    "collection_frame": {
      "type": "string",
      "minLength": 1,
      "description": "eligibility/search frame defining what this evidence base attempted to collect"
    },
    "risk_of_bias_status": {
      "type": "string",
      "enum": [
        "low",
        "some_concerns",
        "high",
        "not_assessed"
      ],
      "description": "overall status; an assessed label requires all assessment metadata and remains author-supplied/unverified"
    },
    "risk_of_bias_instrument": {
      "type": "string",
      "description": "named assessment instrument/version when assessed"
    },
    "risk_of_bias_assessor": {
      "type": "string",
      "description": "person or team responsible for the assessment"
    },
    "risk_of_bias_date": {
      "type": "string",
      "pattern": "^\\d{4}-\\d{2}-\\d{2}$",
      "description": "assessment date (YYYY-MM-DD)"
    },
    "risk_of_bias_source": {
      "type": "string",
      "description": "citation, file, registry or record locating the assessment"
    },
    "risk_of_bias_overall_rationale": {
      "type": "string",
      "minLength": 1,
      "description": "rationale for the overall judgment; stored verbatim and not checked against an instrument-specific algorithm"
    },
    "risk_of_bias_domains": {
      "type": "array",
      "minItems": 1,
      "description": "instrument-specific domain judgments with a rationale",
      "items": {
        "type": "object",
        "additionalProperties": false,
        "properties": {
          "domain": {
            "type": "string",
            "minLength": 1
          },
          "judgment": {
            "type": "string",
            "enum": [
              "low",
              "some_concerns",
              "high",
              "unclear",
              "not_applicable"
            ]
          },
          "rationale": {
            "type": "string",
            "minLength": 1
          }
        },
        "required": [
          "domain",
          "judgment",
          "rationale"
        ]
      }
    }
  },
  "required": [
    "author",
    "year",
    "yi",
    "vi",
    "weeks",
    "source",
    "quote",
    "source_locator",
    "derivation",
    "study_design",
    "outcome",
    "timepoint",
    "experiment_id",
    "smd_variant",
    "effect_direction",
    "collection_frame",
    "risk_of_bias_status"
  ],
  "allOf": [
    {
      "if": {
        "properties": {
          "risk_of_bias_status": {
            "const": "not_assessed"
          }
        },
        "required": [
          "risk_of_bias_status"
        ]
      },
      "then": {
        "properties": {
          "risk_of_bias_domains": {
            "type": "array",
            "maxItems": 0
          }
        }
      },
      "else": {
        "required": [
          "risk_of_bias_instrument",
          "risk_of_bias_assessor",
          "risk_of_bias_date",
          "risk_of_bias_source",
          "risk_of_bias_overall_rationale",
          "risk_of_bias_domains"
        ]
      }
    }
  ],
  "additionalProperties": false
}

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