{"id":"W4392137847","doi":"10.1016/j.pmip.2024.100119","title":"Predictors of response to intranasal ketamine in patients hospitalized for treatment-resistant depression","year":2024,"lang":"en","type":"article","venue":"Personalized Medicine in Psychiatry","topic":"Treatment of Major Depression","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Ketamine; Depression (economics); Treatment-resistant depression; Nasal administration; Medicine; Pharmacology; Anesthesia; Major depressive disorder; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005766359,0.0003955525,0.0009475275,0.001101635,0.00003326191,0.00000854993,0.0001344909,0.000191232,0.0001701688],"category_scores_gemma":[0.0004717791,0.0002726607,0.0002089281,0.0007717292,0.0001362456,0.00009270031,0.00002977361,0.0001424431,0.000006117586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004634169,"about_ca_system_score_gemma":0.0003296322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002273329,"about_ca_topic_score_gemma":0.00007658166,"domain_scores_codex":[0.9971993,0.0001542504,0.0008665832,0.0007084644,0.0006256085,0.0004457691],"domain_scores_gemma":[0.9986818,0.0003973149,0.000107814,0.0004346315,0.00008881935,0.0002895627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06187353,0.001897467,0.9116485,0.0007317053,0.0002369363,0.00006274538,0.002994702,0.000006577386,0.006910021,0.00008707192,0.0078767,0.005674042],"study_design_scores_gemma":[0.0465181,0.008796842,0.9285806,0.006450518,0.0004357352,0.000008441722,0.0003736338,0.0002042935,0.0005850297,0.0001717128,0.007625509,0.0002495712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814165,0.004926645,0.0001003077,0.00826248,0.002149769,0.002584232,0.0000945894,0.0001085666,0.000356881],"genre_scores_gemma":[0.995123,0.0001657003,0.002566815,0.0002499645,0.0003447885,0.0004141253,0.0001805413,0.00008236879,0.0008726754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01693212,"threshold_uncertainty_score":0.9999726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01032450661603605,"score_gpt":0.3054667228226239,"score_spread":0.2951422162065878,"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."}}