{"id":"W4409000524","doi":"10.1080/14737175.2025.2484434","title":"Current perspectives on the recognition and management of treatment-resistant schizophrenia: challenges and opportunities","year":2025,"lang":"en","type":"review","venue":"Expert Review of Neurotherapeutics","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Schizophrenia (object-oriented programming); Psychology; Medicine; Psychiatry","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":[0.01405691,0.0008460359,0.002545439,0.003166659,0.001201209,0.004294328,0.002340785,0.006260438,0.009122826],"category_scores_gemma":[0.03741609,0.0004571311,0.001983812,0.002902065,0.00279124,0.007177765,0.002942347,0.006035522,0.001964277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004379857,"about_ca_system_score_gemma":0.02298356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008597113,"about_ca_topic_score_gemma":0.01657869,"domain_scores_codex":[0.9933743,0.003508304,0.001099191,0.0005308568,0.001091312,0.000396052],"domain_scores_gemma":[0.9517742,0.03126598,0.004263382,0.0005975596,0.009492921,0.002605905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002033816,0.0001167332,0.000916915,0.09186602,0.0003107125,0.000497514,0.001469144,0.0005565379,0.0002465282,0.01797971,0.1511444,0.7346925],"study_design_scores_gemma":[0.0001273362,0.0002646422,0.002750434,0.2762852,0.0007381592,0.001220778,0.00506576,0.0003606219,0.0001500992,0.03613932,0.6767445,0.0001531679],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001720487,0.9064015,0.0003066869,0.09039795,0.001563215,0.00001364396,0.0000510182,0.00001413162,0.001079851],"genre_scores_gemma":[0.004442772,0.9746553,0.001294739,0.01615352,0.003090047,0.00005334368,0.00006462112,0.000007268011,0.0002382788],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01405691,"threshold_uncertainty_score":0.07434094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2496968646495819,"score_gpt":0.4139545768212605,"score_spread":0.1642577121716786,"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."}}