{"id":"W4408798303","doi":"10.1037/xge0001724","title":"Can children and adults balance majority size with information quality in learning from preferences?","year":2025,"lang":"en","type":"article","venue":"Journal of Experimental Psychology General","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada; Canada Foundation for Innovation","keywords":"Psychology; Balance (ability); Quality (philosophy); Cognitive psychology; Developmental psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003230914,0.0001335584,0.0003179884,0.00008615058,0.0000539274,0.00002944379,0.000119581,0.00007572152,0.00008616802],"category_scores_gemma":[0.000274919,0.0001001531,0.00003724941,0.0001118636,0.00008052651,0.0002398347,0.00005286306,0.0003300031,0.000002507329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005788402,"about_ca_system_score_gemma":0.00003496693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008913332,"about_ca_topic_score_gemma":0.00004528398,"domain_scores_codex":[0.9988663,0.0001312835,0.0005466153,0.0001313704,0.0001735311,0.0001508737],"domain_scores_gemma":[0.9992168,0.0002690151,0.0003050872,0.00008171272,0.00006732413,0.00006007809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004411451,0.002191176,0.9287329,0.00009314431,0.0005586232,0.00004571618,0.01204271,0.000005876077,0.02079182,0.01149794,0.002629813,0.01699882],"study_design_scores_gemma":[0.00542541,0.0004431369,0.9092646,0.0003165038,0.00001825124,0.00005612644,0.001430661,0.00001644694,0.0153166,0.0674852,0.00002440503,0.0002026272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954174,0.0002106194,0.0003085668,0.0003574697,0.00009540009,0.0001469312,0.000006693699,0.000009426009,0.003447548],"genre_scores_gemma":[0.9879568,0.00002972698,0.0114489,0.0004505524,0.00004166167,0.000005490999,0.000006412593,0.000004474133,0.00005602082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05598725,"threshold_uncertainty_score":0.4084125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01976378113475441,"score_gpt":0.3474274404304408,"score_spread":0.3276636592956864,"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."}}