{"id":"W3088688333","doi":"10.1111/bdi.12997","title":"Commentary: Lithium treatment for bipolar disorder","year":2020,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Bruce J. Anderson Foundation; Aretaeus Foundation of Rome","keywords":"Bipolar disorder; Lithium (medication); Treatment of bipolar disorder; Psychology; Psychotherapist; Psychiatry; Medicine; Mania","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"],"consensus_categories":[],"category_scores_codex":[0.00008465135,0.0005099846,0.0006084315,0.0001168999,0.0003017809,0.00004123806,0.0001732951,0.0001724027,0.0002590634],"category_scores_gemma":[0.00005712321,0.0004216724,0.0005456753,0.000361642,0.0001294387,0.0001320474,0.00006054939,0.000175733,0.0001568172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001541693,"about_ca_system_score_gemma":0.0001165869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000722956,"about_ca_topic_score_gemma":0.0009721188,"domain_scores_codex":[0.9979023,0.00006207631,0.0004011179,0.0006867024,0.0002972338,0.0006505778],"domain_scores_gemma":[0.9987204,0.00009711093,0.00009996121,0.0004781258,0.00006411452,0.0005402742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007437583,0.002004988,0.3889684,0.0002097218,0.0009722305,0.000004237193,0.001578114,0.00001048332,0.0006993072,0.0005235706,0.01080574,0.5934795],"study_design_scores_gemma":[0.007853579,0.003325562,0.02345143,0.00002274773,0.0006535945,0.000008275287,0.0003707978,0.0005999267,0.0006645118,0.0001460714,0.9625012,0.0004023357],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0510855,0.6805685,0.0120602,0.2441104,0.0006421023,0.008262709,0.001086904,0.001094303,0.001089402],"genre_scores_gemma":[0.7684099,0.1691358,0.01198603,0.03928975,0.001581361,0.00223315,0.004368879,0.0007156146,0.002279504],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9516954,"threshold_uncertainty_score":0.9998235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02253393619826771,"score_gpt":0.272399537408859,"score_spread":0.2498656012105913,"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."}}