{"id":"W4295556762","doi":"10.3390/brainsci12091226","title":"Sociomoral Reasoning Skills during Childhood: A Comprehensive and Predictive Approach","year":2022,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Canadian Institutes of Health Research","keywords":"Developmental psychology; Psychology; Executive functions; Early childhood; Observational study; Multilevel model; Cognition; Child development; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004602327,0.0001036367,0.0001342182,0.000100588,0.001321221,0.00005423622,0.0002197923,0.00002217004,0.0003504493],"category_scores_gemma":[0.00004864352,0.00009371879,0.00003474635,0.0003369402,0.0003379323,0.00007381716,0.0002796142,0.0002308466,0.00001173238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003303595,"about_ca_system_score_gemma":0.00004989325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002425104,"about_ca_topic_score_gemma":5.219541e-7,"domain_scores_codex":[0.9985899,0.0001930556,0.0001255866,0.0004903821,0.0003034379,0.0002975783],"domain_scores_gemma":[0.9996282,0.0001267784,0.00007573255,0.00009192526,0.00001380738,0.00006350301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001662941,0.001269135,0.5658007,0.00003911118,0.0002533367,0.0001179302,0.3607275,0.002201615,0.001674622,0.03952279,0.01409821,0.0141287],"study_design_scores_gemma":[0.0004148888,0.0001798116,0.9745228,0.0000093728,0.000004012133,0.0001470247,0.02056412,0.0001469008,0.000008378882,0.0001973058,0.003664997,0.0001403566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769555,0.0004610103,0.00003682695,0.0008437065,0.0002020473,0.0001656489,0.00001288469,0.00006305603,0.0212593],"genre_scores_gemma":[0.9965799,0.000002941975,0.001331471,0.000625404,0.0000833122,0.00004443595,0.000006354333,0.000007671597,0.001318515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4087221,"threshold_uncertainty_score":0.9999789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527132611416271,"score_gpt":0.2821941325589312,"score_spread":0.2669228064447685,"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."}}