{"id":"W3160088219","doi":"10.31234/osf.io/8vwbf","title":"Improving the generalizability of infant psychological research: The ManyBabies model","year":2021,"lang":"en","type":"article","venue":"","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of British Columbia; Concordia University","funders":"","keywords":"Generalizability theory; Explanatory power; Psychology; Limiting; Diversification (marketing strategy); Psychological research; Social psychology; Epistemology; Developmental psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1948806,0.001499532,0.00349753,0.007327958,0.003647888,0.00708585,0.00583688,0.005036603,0.004848701],"category_scores_gemma":[0.3321258,0.001266914,0.002813577,0.003743908,0.03632211,0.01997696,0.01393111,0.009580099,0.001165315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003834172,"about_ca_system_score_gemma":0.003803479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004909625,"about_ca_topic_score_gemma":0.002896904,"domain_scores_codex":[0.8930141,0.07010472,0.003512041,0.01840637,0.01355585,0.001406881],"domain_scores_gemma":[0.6556087,0.2321594,0.009945165,0.08316529,0.01694796,0.002173448],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004959081,0.0001477368,0.01474431,0.0006133614,0.0007444975,0.0003496113,0.007615863,0.002853041,0.0007095019,0.8841646,0.005483882,0.08207764],"study_design_scores_gemma":[0.00009007606,0.000111032,0.003468758,0.0001968576,0.00009581336,0.0001504835,0.0005356511,0.00384136,0.0002549237,0.9810339,0.0101835,0.00003762916],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08373614,0.0139507,0.6488729,0.1237199,0.001872936,0.001167065,0.0007586058,0.0009710427,0.1249508],"genre_scores_gemma":[0.8054366,0.003586815,0.1605559,0.01972239,0.001814448,0.002805543,0.0003581153,0.0004148731,0.005305339],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8051194,"threshold_uncertainty_score":0.9928555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1946418737958215,"score_gpt":0.4217088132605741,"score_spread":0.2270669394647526,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}