{"id":"W4238307336","doi":"10.1111/bdi.12498","title":"Dangerously mixed","year":2017,"lang":"en","type":"letter","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Mental health; Psychiatry; Library science; Medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001291854,0.0006937595,0.0008575296,0.0002902834,0.0004253082,0.000110303,0.0004787715,0.001326047,0.0005213005],"category_scores_gemma":[0.0001233408,0.0006050363,0.0006446111,0.0001028597,0.0002818117,0.00009955698,0.0001315573,0.001950757,0.0009958346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001601859,"about_ca_system_score_gemma":0.00037015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009591286,"about_ca_topic_score_gemma":0.001185094,"domain_scores_codex":[0.9972696,0.00009152602,0.0003544711,0.0008470571,0.0006431642,0.0007941336],"domain_scores_gemma":[0.997448,0.00006472158,0.0002818111,0.001911776,0.00007017302,0.0002234842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002786593,0.0001770463,0.01657674,0.000362163,0.0006259802,0.0002379062,0.00008405564,7.565754e-8,0.000009026091,0.00001363022,0.8296553,0.1522302],"study_design_scores_gemma":[0.001737493,0.0002647961,0.01662154,0.0001174211,0.0008916826,0.0001604134,0.00001650397,0.000004092096,0.00001502216,0.0002809316,0.979331,0.0005590915],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000209857,0.1891688,0.0001134791,0.7938658,0.001290758,0.001307561,0.0002454649,0.0003720872,0.01342615],"genre_scores_gemma":[0.005957952,0.07619893,0.001382347,0.8042477,0.008710313,0.0005895217,0.0108504,0.0009764665,0.09108642],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1516711,"threshold_uncertainty_score":0.9999704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922804505179947,"score_gpt":0.2647919198009038,"score_spread":0.2455638747491043,"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."}}