{"id":"W4412424660","doi":"10.1016/j.jad.2025.119904","title":"Considerations in the development of learning health networks for mood disorders","year":2025,"lang":"en","type":"article","venue":"Journal of Affective Disorders","topic":"Mental Health Research Topics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Ottawa Hospital","funders":"National Institute of Mental Health","keywords":"Mood; Mood disorders; Stakeholder; Task (project management); Best practice; Psychology; Medicine; Psychiatry; Anxiety; Engineering; Political science; Public relations","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02394536,0.0004338508,0.0003756872,0.001019699,0.002207334,0.004667989,0.003595505,0.002010495,0.0288507],"category_scores_gemma":[0.08152951,0.0003484552,0.0005570143,0.0006214411,0.001285807,0.01109975,0.004492486,0.00250841,0.004191098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002058103,"about_ca_system_score_gemma":0.00641461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004658951,"about_ca_topic_score_gemma":0.01379683,"domain_scores_codex":[0.9934198,0.004938082,0.0002134701,0.0003876778,0.0005446183,0.0004963007],"domain_scores_gemma":[0.9334188,0.04104346,0.00212455,0.00441767,0.01054553,0.008450003],"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":[0.0008131888,0.002756289,0.03649529,0.0009564318,0.0001072994,0.0007229669,0.003805715,0.02792697,0.002881028,0.1303394,0.0592013,0.7339942],"study_design_scores_gemma":[0.0006779606,0.003468672,0.02099705,0.00359893,0.0003539121,0.001919218,0.01991991,0.1286569,0.01188408,0.4485932,0.3597274,0.0002027005],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1677144,0.00303774,0.4640482,0.1867306,0.001241678,0.004097093,0.001138948,0.004035088,0.1679562],"genre_scores_gemma":[0.570609,0.001986515,0.4028511,0.003785582,0.0003941289,0.002447647,0.0007475615,0.0002599598,0.01691847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0288507,"threshold_uncertainty_score":0.1266367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03832816408078768,"score_gpt":0.4383237020527533,"score_spread":0.3999955379719656,"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."}}