{"id":"W4280541860","doi":"10.1038/s41537-022-00256-6","title":"Multidimensional analysis of adult patients’ care trajectories before a first diagnosis of schizophrenia","year":2022,"lang":"en","type":"article","venue":"Schizophrenia","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Institut Universitaire en Santé Mentale de Québec; Université Laval; Université de Montréal; Centre Hospitalier Universitaire de Sherbrooke; Université de Sherbrooke","funders":"Fonds de Recherche du Québec - Santé; Université de Sherbrooke","keywords":"Schizophrenia (object-oriented programming); Psychology; Psychiatry; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001524119,0.00039513,0.001175151,0.001287968,0.0004025056,0.00001114572,0.000302911,0.0001050636,0.001696383],"category_scores_gemma":[0.0003405084,0.0003438601,0.0009038292,0.002831993,0.0002550499,0.0001026606,0.0003553976,0.0004448107,0.00001381689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003282991,"about_ca_system_score_gemma":0.0005488741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000833448,"about_ca_topic_score_gemma":0.002394422,"domain_scores_codex":[0.9961249,0.0001548209,0.0008404906,0.0006504186,0.00171219,0.000517237],"domain_scores_gemma":[0.9972163,0.0002501403,0.0003849977,0.0008551661,0.0009371419,0.0003562209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03450657,0.001948699,0.9409907,0.0002620991,0.00446791,0.00006278866,0.001842194,0.0003759553,0.0001305487,0.002900008,0.0004015503,0.01211097],"study_design_scores_gemma":[0.01632834,0.003063807,0.9703914,0.00009654791,0.003453805,0.000007323035,0.0009610305,0.0004082292,0.004546131,0.000163128,0.0002860342,0.000294255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955428,0.00100454,0.000005577778,0.0003095982,0.0002218124,0.0008617169,0.001871052,0.00006771125,0.0001152546],"genre_scores_gemma":[0.9909822,0.00006740136,0.006526093,0.00004451929,0.00007781557,0.0005316327,0.001654915,0.00005189764,0.00006350395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02940067,"threshold_uncertainty_score":0.9999014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009939383213959424,"score_gpt":0.2559703903825299,"score_spread":0.2460310071685705,"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."}}