{"id":"W4406378727","doi":"10.1017/dep.2024.9","title":"Are indicated prevention and effective early intervention achievable goals for youth with bipolar mood disorders?","year":2025,"lang":"en","type":"article","venue":"Research Directions Depression","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Bipolar disorder; Mood; Psychology; Mood disorders; Clinical psychology; Psychotherapist; Psychiatry; Medicine; Anxiety","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007919656,0.0003164478,0.0009163595,0.0006390285,0.001241586,0.002563643,0.001088739,0.002762333,0.006503358],"category_scores_gemma":[0.03157574,0.0003786002,0.0007234442,0.0006663285,0.001144333,0.003931368,0.002289556,0.004018277,0.0008201876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002368799,"about_ca_system_score_gemma":0.01383169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007166805,"about_ca_topic_score_gemma":0.02205416,"domain_scores_codex":[0.9947637,0.003149611,0.0002503052,0.0003018667,0.0008181871,0.0007162215],"domain_scores_gemma":[0.989819,0.003783801,0.001508441,0.0004166818,0.001286845,0.003185247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001227867,0.003584889,0.03295202,0.005184356,0.0002602829,0.0004512929,0.005526773,0.0004085916,0.0003217166,0.02557202,0.06280724,0.861703],"study_design_scores_gemma":[0.003743075,0.004447615,0.4179312,0.08189882,0.001273733,0.001696775,0.05630766,0.001976642,0.001597356,0.152719,0.2761289,0.0002792156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.115658,0.1113136,0.005717989,0.7231498,0.005325879,0.0007040064,0.001092826,0.0001687997,0.03686919],"genre_scores_gemma":[0.815259,0.09818213,0.02757345,0.04937376,0.002164638,0.003107962,0.0007429738,0.00005644387,0.003539535],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.007919656,"threshold_uncertainty_score":0.04188365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0272214640109987,"score_gpt":0.377321959011185,"score_spread":0.3501004950001864,"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."}}