{"id":"W197934529","doi":"10.1093/pch/15.9.567","title":"Study yourself too","year":2010,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003231287,0.00008557171,0.0001255994,0.000105782,0.00129692,0.000100677,0.0002873917,0.00007817508,0.000285513],"category_scores_gemma":[0.0009387591,0.00008406399,0.00004247313,0.0005078659,0.00007635209,0.0002636446,0.00002014434,0.0006342035,0.0002357331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005703493,"about_ca_system_score_gemma":0.001304341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004778691,"about_ca_topic_score_gemma":0.01416938,"domain_scores_codex":[0.998255,0.0003778257,0.0002138336,0.0002261441,0.000518805,0.0004083902],"domain_scores_gemma":[0.9986063,0.0005769537,0.0001858466,0.0002008182,0.00009431862,0.0003357116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008758525,0.001046895,0.649009,0.000017712,0.00001606117,0.000002612352,0.203825,9.078146e-7,4.794543e-7,0.1001897,0.03373067,0.01215219],"study_design_scores_gemma":[0.0002354429,0.0001094445,0.2318163,0.000002156599,0.0000180974,0.000001742213,0.0790234,5.669026e-7,4.351438e-7,0.001447998,0.687187,0.0001574101],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4993992,0.001197619,0.00001167052,0.3118832,0.00551022,0.0008724889,0.00001235888,0.0001675612,0.1809456],"genre_scores_gemma":[0.9891261,0.0004486385,0.0005037808,0.004564043,0.004443333,0.00001555759,0.000006952856,0.00001059504,0.0008809886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6534564,"threshold_uncertainty_score":0.9974992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05870312504078848,"score_gpt":0.4011687808656497,"score_spread":0.3424656558248612,"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."}}