{"id":"W2763949348","doi":"10.1093/pch/pxx086.021","title":"MEDICAL STUDENTS HAVE SPOKEN: IMPROVING UNDERGRADUATE EDUCATION ON CHILD DEVELOPMENT","year":2017,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Preparedness; Medical education; Psychology; Child development; Medicine; Class (philosophy); 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":[],"consensus_categories":[],"category_scores_codex":[0.002838986,0.0002787861,0.0002845123,0.0003670172,0.0008999869,0.001193643,0.0006834131,0.0007312876,0.007503802],"category_scores_gemma":[0.01231269,0.0001801281,0.0002166006,0.0003265647,0.0004244466,0.0009285003,0.002322527,0.001163093,0.0009449139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001134167,"about_ca_system_score_gemma":0.005548314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002712236,"about_ca_topic_score_gemma":0.0065573,"domain_scores_codex":[0.9990584,0.0002512971,0.00008466389,0.00007000579,0.0002868235,0.000248793],"domain_scores_gemma":[0.9927478,0.0006369565,0.001308076,0.0001532553,0.0008189399,0.004334988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001415092,0.001552687,0.2546282,0.001941104,0.00004020277,0.0005075952,0.01322339,0.0001761943,0.00402889,0.0006841857,0.04712741,0.6759487],"study_design_scores_gemma":[0.00006069023,0.002731332,0.8591063,0.002160735,0.00007932501,0.001322942,0.02736985,0.0002152852,0.003210012,0.0008044693,0.1028872,0.0000517245],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9283714,0.01047218,0.0007302121,0.04268474,0.001041306,0.0001920576,0.0003473044,0.0001826584,0.01597816],"genre_scores_gemma":[0.9692719,0.01137679,0.004721194,0.009104636,0.000419679,0.0001325869,0.0002507246,0.00001876655,0.004703781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007503802,"threshold_uncertainty_score":0.02510273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02952521495813209,"score_gpt":0.4041989449286378,"score_spread":0.3746737299705057,"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."}}