{"id":"W4409150717","doi":"10.1038/s41537-025-00561-w","title":"Data analysis strategies for the Accelerating Medicines Partnership® Schizophrenia Program","year":2025,"lang":"en","type":"article","venue":"Schizophrenia","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Calgary; École de Technologie Supérieure; Douglas College; University of British Columbia; Hotchkiss Brain Institute","funders":"National Institute of Mental Health; National Institutes of Health; Wellcome Trust","keywords":"General partnership; Schizophrenia (object-oriented programming); Business; Medicine; Psychology; Psychiatry; Finance","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":[0.01396797,0.0003160956,0.001207034,0.0006160404,0.0007759497,0.000627487,0.001574663,0.0001806098,0.0002461642],"category_scores_gemma":[0.004925953,0.0002882622,0.0002622732,0.001324298,0.000194626,0.0008704821,0.0002057637,0.0002995136,0.0002015041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001453477,"about_ca_system_score_gemma":0.0004978247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004494855,"about_ca_topic_score_gemma":0.002677553,"domain_scores_codex":[0.9946266,0.0002387407,0.003352054,0.001056795,0.0001346099,0.000591193],"domain_scores_gemma":[0.9930184,0.002711602,0.001868158,0.002138324,0.0001269037,0.0001365723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003040588,0.0001686696,0.01564936,0.0005215865,0.002788654,0.000001034381,0.0007415861,0.00143116,0.00000331891,0.7910167,0.1780073,0.009366594],"study_design_scores_gemma":[0.00491661,0.0001562989,0.07709456,0.0002077347,0.001049983,0.000002643551,0.008174854,0.3372454,0.000007156976,0.1454614,0.4246547,0.001028662],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2621028,0.04846738,0.2212198,0.4031761,0.006190868,0.01502873,0.005886479,0.001709048,0.03621882],"genre_scores_gemma":[0.9232967,0.0001418179,0.05409032,0.01611697,0.00183231,0.001707456,0.0009495049,0.00006980145,0.001795097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.661194,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4172009141179432,"score_gpt":0.4819820950161068,"score_spread":0.06478118089816365,"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."}}