{"id":"W2322121333","doi":"10.1111/j.1440-1754.2012.02509.x","title":"Real medicine","year":2012,"lang":"en","type":"article","venue":"Journal of Paediatrics and Child Health","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Mental health; Work (physics); Psychiatry; Child and adolescent psychiatry","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":[0.003650819,0.0001355448,0.0005047348,0.0002359973,0.0007535833,0.000003279661,0.000109247,0.0001205501,0.000127551],"category_scores_gemma":[0.0001863025,0.00009046132,0.00006690619,0.000245531,0.00004492539,0.0001607485,0.00004910219,0.001186153,0.00001754173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001650721,"about_ca_system_score_gemma":0.0005095227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001650215,"about_ca_topic_score_gemma":0.00002175581,"domain_scores_codex":[0.9972919,0.0003776631,0.00116415,0.00009675485,0.0003769811,0.0006926117],"domain_scores_gemma":[0.9971889,0.0003078209,0.001217097,0.0001313511,0.0001553138,0.0009994935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007814365,0.0002023633,0.7841701,0.0008797779,0.00002130495,0.000003844418,0.01428868,5.032014e-7,0.000003831816,0.01439762,0.1739413,0.01201257],"study_design_scores_gemma":[0.002299571,0.0004994918,0.8172672,0.0007571729,0.00003492174,0.00006770297,0.003900946,0.000004970918,3.891024e-7,0.0004739564,0.1745712,0.0001225485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.725036,0.05783501,0.0003618678,0.1886378,0.008643103,0.000781773,0.00002641109,0.00005378273,0.01862433],"genre_scores_gemma":[0.8972122,0.07064174,0.0003373156,0.01427053,0.0173773,3.540509e-7,0.000004012508,0.00002131121,0.0001352609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1743672,"threshold_uncertainty_score":0.579603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0431447160851011,"score_gpt":0.4051252567343187,"score_spread":0.3619805406492175,"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."}}