{"id":"W4382602784","doi":"10.1186/s13034-023-00632-9","title":"Physical discipline as a normative childhood experience in Singapore","year":2023,"lang":"en","type":"article","venue":"Child and Adolescent Psychiatry and Mental Health","topic":"Physical Education and Pedagogy","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute","funders":"National Medical Research Council; Medical Research Council; Ministry of Education, India; National University of Singapore; Agency for Science, Technology and Research; National Research Foundation","keywords":"Normative; Developmental psychology; Psychology; Child discipline; Parenting styles; Cohort; Clinical psychology; Human factors and ergonomics; Medicine; Poison control; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0007208542,0.000210034,0.0002518102,0.0007023732,0.0005572915,0.0007661522,0.0002955919,0.0002763467,0.001274039],"category_scores_gemma":[0.001795299,0.0002260006,0.0002698314,0.0009409766,0.0006777621,0.0003884173,0.001107392,0.0006011514,0.00009473197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007251101,"about_ca_system_score_gemma":0.0007556955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02293722,"about_ca_topic_score_gemma":0.03025338,"domain_scores_codex":[0.9993923,0.0002022082,0.00007141488,0.000088261,0.0001482935,0.00009761052],"domain_scores_gemma":[0.9978712,0.0002480225,0.001217329,0.000102989,0.0001714574,0.0003891365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001212827,0.00001639217,0.996197,0.00001527384,0.00001215322,0.0001989377,0.001833376,0.0000180445,0.0001297553,0.00004337286,0.00005526036,0.001468406],"study_design_scores_gemma":[4.67209e-7,0.00002915447,0.9984823,0.000009788993,0.000002455829,0.0002358349,0.001098113,0.00002306601,0.00001871739,0.00001118507,0.00008720659,0.0000016435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999377,0.0001496498,0.00001665661,0.00003285766,0.000002136926,0.000001514895,0.00006921055,0.000001589803,0.0003494774],"genre_scores_gemma":[0.9995913,0.0001789472,0.0000260847,0.00000830796,0.000002007197,0.000003209511,0.0001143798,8.151261e-7,0.00007501014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02293722,"threshold_uncertainty_score":0.04560745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04162207510146138,"score_gpt":0.4578686049678141,"score_spread":0.4162465298663527,"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."}}