living-evidence.doralemon.chatgpt.site
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
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
| Property | Type | Required | Description |
|---|---|---|---|
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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