{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006751608,0.0003201047,0.0003635969,0.0004979972,0.0001808036,0.00003193387,0.0001238444,0.000101325,0.0009056418],"category_scores_gemma":[0.000005433451,0.0001669899,0.0002465318,0.0008782835,0.00004657756,0.00008030322,0.0000173596,0.0001406542,0.0008644415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008549052,"about_ca_system_score_gemma":0.000109743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005440681,"about_ca_topic_score_gemma":0.0004280337,"domain_scores_codex":[0.9982762,0.00005202586,0.000311277,0.0005492502,0.0003722674,0.0004389422],"domain_scores_gemma":[0.9987498,0.00005913521,0.0001033561,0.0008176725,0.0000268907,0.0002431675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002646576,0.001441738,0.8203,0.0001034827,0.0004064989,0.0001101309,0.0003931933,0.000006820292,0.01281153,0.0008704421,0.1221948,0.03871477],"study_design_scores_gemma":[0.01258287,0.0007962591,0.6749817,0.000717743,0.0003646991,0.00002316553,0.0003842879,0.0000837279,0.003765641,0.005432915,0.3003838,0.0004832094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9083983,0.004892264,0.00002823563,0.03312995,0.007040807,0.001489177,0.00005381149,0.002260168,0.04270728],"genre_scores_gemma":[0.8408301,0.0009687557,0.004338692,0.001202948,0.001366658,0.0002291663,0.0001921143,0.0001562841,0.1507153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.178189,"threshold_uncertainty_score":0.9999135,"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."}}