{"id":"W4402909784","doi":"10.1016/j.ssmmh.2024.100350","title":"Treatment resistance in schizophrenia and depression as an interactive kind: Mapping the development of a classification through Meta-Narrative review","year":2024,"lang":"en","type":"article","venue":"SSM - Mental Health","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Toronto; University Health Network; Health Sciences Centre; Centre for Addiction and Mental Health; Sunnybrook Health Science Centre","funders":"Department of Psychiatry, University of Toronto; University of Toronto; Temerty Faculty of Medicine, University of Toronto; University Health Network","keywords":"Schizophrenia (object-oriented programming); Narrative; Psychology; Narrative review; Depression (economics); Resistance (ecology); Psychotherapist; Meta-analysis; Cognitive psychology; Clinical psychology; Psychiatry; Medicine; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003246784,0.0001704115,0.0004079705,0.0001004024,0.0001404448,0.00001640974,0.00005297115,0.00002925431,0.0001389673],"category_scores_gemma":[0.0000249059,0.00009252103,0.00006455411,0.0002669939,0.00006212007,0.0001373673,0.00003228904,0.0001465793,0.00001712326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006667375,"about_ca_system_score_gemma":0.0007384175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008703874,"about_ca_topic_score_gemma":0.001361733,"domain_scores_codex":[0.9985307,0.0002249702,0.0003953039,0.0003602797,0.0002768206,0.0002119237],"domain_scores_gemma":[0.9994294,0.00007804445,0.0001061764,0.0002268114,0.00002838286,0.0001311586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.009444352,0.001672714,0.000493224,0.004604573,0.00249184,0.0001164365,0.3161284,1.275872e-7,0.0008046097,0.0069952,0.001271435,0.6559771],"study_design_scores_gemma":[0.05050381,0.01380783,0.2965927,0.1197147,0.003136163,0.0009745045,0.3684946,0.001297049,0.02547661,0.02043553,0.09730211,0.002264358],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6671658,0.3106186,0.0001074048,0.01188581,0.0001422163,0.004920166,0.00004029204,0.00008185588,0.0050379],"genre_scores_gemma":[0.9711106,0.01215694,0.01512132,0.0002150521,0.000027553,0.000480642,0.0001030296,0.000023251,0.000761655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6537127,"threshold_uncertainty_score":0.3772898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1252557991711578,"score_gpt":0.4263410400607888,"score_spread":0.301085240889631,"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."}}