{"id":"W2617799788","doi":"10.2196/mental.6917","title":"Clinical Insight Into Latent Variables of Psychiatric Questionnaires for Mood Symptom Self-Assessment","year":2017,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; National Institute for Health and Care Research; Wellcome Trust","keywords":"Mood; Mania; Psychology; Irritability; Clinical psychology; Bipolar disorder; Sadness; Borderline personality disorder; Anxiety; Psychiatry; Young Mania Rating Scale; Generalized anxiety disorder; Anger","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01547336,0.0005648739,0.0003991204,0.001661844,0.0004144176,0.00140401,0.0005410505,0.0003652459,0.002690373],"category_scores_gemma":[0.05658089,0.0003020479,0.001097618,0.001611527,0.0009960652,0.000920549,0.001391616,0.001053011,0.0003471318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000877419,"about_ca_system_score_gemma":0.001195527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001039666,"about_ca_topic_score_gemma":0.001978398,"domain_scores_codex":[0.9873647,0.00946667,0.0008429367,0.0007088782,0.001323148,0.000293659],"domain_scores_gemma":[0.9655452,0.02295593,0.005807907,0.002419911,0.002869038,0.0004020093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003219541,0.0002372128,0.9004648,0.00026329,0.0004015574,0.00008044876,0.002402427,0.00203895,0.001261436,0.01014175,0.001372931,0.0810132],"study_design_scores_gemma":[0.00009330093,0.0004346117,0.9368309,0.000273647,0.0001809329,0.0004253415,0.001947677,0.03178797,0.0005648444,0.02409127,0.003327406,0.00004218714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8273247,0.001289583,0.1582462,0.002289137,0.00008296886,0.001656457,0.002943966,0.0001600961,0.006006833],"genre_scores_gemma":[0.9660867,0.000185753,0.03108039,0.0001117581,0.00003238263,0.0009255411,0.001373708,0.00001989503,0.000183749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01547336,"threshold_uncertainty_score":0.08183187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02276198946620926,"score_gpt":0.4115838369969069,"score_spread":0.3888218475306976,"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."}}