{"id":"W4386765436","doi":"10.1002/wps.21137","title":"Does treatment‐resistant depression need psychotherapy?","year":2023,"lang":"en","type":"article","venue":"World Psychiatry","topic":"Treatment of Major Depression","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Viewpoints; Operationalization; Medicine; Dilemma; Psychotherapist; Treatment-resistant depression; Psychiatry; Depression (economics); Major depressive disorder; Psychology; Mood","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":[0.004043314,0.001047529,0.002614532,0.001571272,0.0007178939,0.002886902,0.001796688,0.004423902,0.00920312],"category_scores_gemma":[0.02830157,0.0004167381,0.001625691,0.001631063,0.001404081,0.01072388,0.001947435,0.009356934,0.005059123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001545079,"about_ca_system_score_gemma":0.00352218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003638643,"about_ca_topic_score_gemma":0.006213517,"domain_scores_codex":[0.9981512,0.0006600601,0.0004569095,0.0002350372,0.0003990156,0.00009770767],"domain_scores_gemma":[0.9895771,0.00596327,0.0009914647,0.0003424575,0.002688647,0.0004369708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001556923,0.00005716402,0.0006432051,0.0273071,0.0003667316,0.000365596,0.0006975337,0.0001579958,0.0001551627,0.006353739,0.6407272,0.323013],"study_design_scores_gemma":[0.00008094541,0.00009277021,0.001964868,0.04431439,0.0004960723,0.001566175,0.0012603,0.0001251211,0.00009868944,0.0150601,0.9348696,0.00007092834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0001623245,0.7051523,0.0003646524,0.2497948,0.04324127,0.00004188904,0.0001175198,0.00002466161,0.001100552],"genre_scores_gemma":[0.002497679,0.7540218,0.0007912614,0.2025751,0.03794767,0.0001356895,0.0001502053,0.00004628473,0.001834292],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.00920312,"threshold_uncertainty_score":0.03078747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01427187028323498,"score_gpt":0.3000285130312287,"score_spread":0.2857566427479937,"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."}}