{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002318425,0.0001264445,0.0001285194,0.001405624,0.002754249,0.004806964,0.0005550126,0.0006365457,0.007889051],"category_scores_gemma":[0.007627734,0.0001289308,0.0004554947,0.001595509,0.002232155,0.002627762,0.004150944,0.001431468,0.000195771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006685877,"about_ca_system_score_gemma":0.007063427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0520408,"about_ca_topic_score_gemma":0.106988,"domain_scores_codex":[0.9974827,0.001602525,0.00006080416,0.0000786616,0.000292747,0.0004826281],"domain_scores_gemma":[0.9955909,0.002187077,0.0009194819,0.00008764366,0.0004027358,0.0008122494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000129034,0.0005430806,0.640625,0.000334759,0.0001229058,0.0008662707,0.04651791,0.000834718,0.0002480809,0.1412025,0.01732705,0.1512488],"study_design_scores_gemma":[0.0000257812,0.0002154892,0.6908547,0.0008249268,0.00007952384,0.0004517116,0.2294839,0.0009848268,0.0002567996,0.02167968,0.05510455,0.00003809967],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7855993,0.007642515,0.000553792,0.1093922,0.0002725459,0.00004968898,0.0004530917,0.0000191927,0.09601768],"genre_scores_gemma":[0.9937969,0.003349071,0.0002173778,0.001144735,0.00008680326,0.00001494083,0.00004178536,0.000003650056,0.00134461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0520408,"threshold_uncertainty_score":0.1034758,"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."}}