{"id":"W2915109290","doi":"10.1136/bmj.l957","title":"Bipolar disorder: most patients receive suboptimal treatment, finds Scottish study","year":2019,"lang":"en","type":"article","venue":"BMJ","topic":"Health Services Management and Policy","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nice; Bipolar disorder; Excellence; Psychiatry; Lithium (medication); Antidepressant; Quarter (Canadian coin); Medicine; Psychology; Political science; History","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005053456,0.0002291659,0.0003483126,0.0001563078,0.0005364374,0.00001638131,0.0002495969,0.0001471055,0.002270122],"category_scores_gemma":[0.00005049087,0.0001927453,0.00005637991,0.0004055276,0.00001363338,0.0001966533,0.0001705742,0.0002851604,0.009390389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002030363,"about_ca_system_score_gemma":0.0002225549,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008231843,"about_ca_topic_score_gemma":0.003612329,"domain_scores_codex":[0.9973853,0.0005672451,0.0006389521,0.0003792605,0.0002825266,0.0007467669],"domain_scores_gemma":[0.9985271,0.0002219111,0.0003135832,0.0006239939,0.0001200541,0.000193396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008503473,0.0006266006,0.955797,0.0001642668,0.00004755629,0.00000236714,0.005654215,0.00000574087,0.000001301583,0.0001034727,0.02748837,0.01002405],"study_design_scores_gemma":[0.002739849,0.0008978801,0.6033773,0.00005249057,0.00002658896,3.999308e-8,0.001993511,0.00007787957,3.411775e-7,0.00001612752,0.3906752,0.0001427723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9494169,0.000121176,0.000002305613,0.0016206,0.00126672,0.006126905,0.0000658224,0.0001248851,0.04125468],"genre_scores_gemma":[0.9497842,0.0001623146,0.000104935,0.003692108,0.0006853121,0.0006049104,0.0002193595,0.00006008559,0.04468675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3631868,"threshold_uncertainty_score":0.998642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04586323388334654,"score_gpt":0.426025591130469,"score_spread":0.3801623572471224,"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."}}