{"id":"W3102158486","doi":"","title":"Exploring medical and educational systems and their impacts on mental health diagnosis and treatment","year":2020,"lang":"en","type":"article","venue":"Journal of psychiatry","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Mental health; Anxiety; Psychology; Medical education; Work (physics); Depression (economics); Argument (complex analysis); Health care; Medicine; Psychiatry; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001455756,0.0001020004,0.0002742866,0.00006862406,0.00007266401,0.00002326833,0.00001995973,0.00003107123,0.00003977561],"category_scores_gemma":[0.00007214438,0.0000672028,0.00004332628,0.0000522116,0.00003094979,0.0001368197,0.00001193972,0.0001583308,0.000001542642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005655492,"about_ca_system_score_gemma":0.0003082256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002221402,"about_ca_topic_score_gemma":0.00001253208,"domain_scores_codex":[0.9992487,0.0000470085,0.0002620371,0.0001112986,0.0002307192,0.0001002697],"domain_scores_gemma":[0.999176,0.00008509288,0.0001741799,0.00004609,0.00002677263,0.000491857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003944103,0.001015123,0.9648368,0.0003674075,0.0003507483,0.00001155837,0.004492505,0.000003360666,0.00007263727,0.0005182655,0.005992298,0.02194485],"study_design_scores_gemma":[0.008278494,0.007682046,0.9368616,0.002223276,0.0001305978,0.003806334,0.03061268,0.0003634059,0.0000178795,0.00007930328,0.009726092,0.0002183465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7766416,0.01111294,0.000009554822,0.2115758,0.0005002883,0.0001186212,0.000005997696,0.000003772317,0.00003148272],"genre_scores_gemma":[0.9856775,0.01162373,0.0001734852,0.001781531,0.0007146926,0.000006664356,0.000002376794,0.00001081349,0.000009203383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2097942,"threshold_uncertainty_score":0.2740451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1263038728915182,"score_gpt":0.363248943041365,"score_spread":0.2369450701498467,"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."}}