{"id":"W7064357219","doi":"","title":"The Bipolar Crash: Treating Bipolar Depression","year":2022,"lang":"en","type":"article","venue":"scholarworks - UTEP (The University of Texas at El Paso)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bipolar disorder; Depression (economics); Anxiety; Mood; Treatment of bipolar disorder; Clinical Practice; Mental health; Quality of life (healthcare)","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008483805,0.0001706417,0.0001772973,0.00009183814,0.004050085,0.00007063666,0.001200865,0.00004107434,0.08784919],"category_scores_gemma":[0.00002859863,0.0001312361,0.000203927,0.0004530743,0.0002265915,0.0000691627,0.001991709,0.0008111817,0.0001106469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005830271,"about_ca_system_score_gemma":0.00009595987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001944485,"about_ca_topic_score_gemma":0.0001635285,"domain_scores_codex":[0.9979541,0.000442512,0.0001948492,0.000329661,0.0006739752,0.0004048588],"domain_scores_gemma":[0.998434,0.0004248699,0.0002056175,0.0007239231,0.00009690561,0.000114677],"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":[0.0001742553,0.0001951285,0.3426783,0.00001249385,0.0001824659,0.00001137132,0.0006640921,0.0004151287,0.004146861,0.001572539,0.03112258,0.6188248],"study_design_scores_gemma":[0.0007703311,0.00007123639,0.05894716,0.00001764818,0.00006094062,0.000001436589,0.003294593,0.001783593,0.000462321,0.0001227487,0.9343033,0.0001646795],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9208549,0.00411813,0.0009480715,0.005126553,0.0003466455,0.001086674,0.00012319,0.00007911442,0.06731673],"genre_scores_gemma":[0.950182,0.0001190142,0.0002097029,0.00005129069,0.0001005398,0.000003882484,0.00004369301,0.00002005813,0.04926982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9031807,"threshold_uncertainty_score":0.9972465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007659196432117839,"score_gpt":0.2175349212333063,"score_spread":0.2098757248011885,"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."}}