{"id":"W4200118181","doi":"10.21203/rs.3.rs-1104367/v1","title":"A Rapid Learning Health System to Support Implementation of Early Intervention Services for Psychosis in Quebec, Canada: Study Protocol","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval; McGill University","funders":"","keywords":"Stakeholder; Process management; Stakeholder engagement; Digital health; Protocol (science); Health care; Knowledge management; Computer science; Medicine; Business; Public relations","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02778631,0.002452881,0.002643381,0.002954916,0.009284912,0.004254498,0.004364611,0.002658411,0.04926114],"category_scores_gemma":[0.01857342,0.002050901,0.002688803,0.004884353,0.00278612,0.002022197,0.002620243,0.003730098,0.005526562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09911628,"about_ca_system_score_gemma":0.312185,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8296904,"about_ca_topic_score_gemma":0.8970782,"domain_scores_codex":[0.9867134,0.005713725,0.001656371,0.001357232,0.001921142,0.002638075],"domain_scores_gemma":[0.9789353,0.002504403,0.001928533,0.00135801,0.01078313,0.004490663],"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":[0.07292389,0.04280198,0.06355781,0.06197819,0.00162944,0.002810057,0.02382252,0.0134003,0.00297899,0.01483569,0.2785392,0.420722],"study_design_scores_gemma":[0.1569171,0.03256194,0.2901112,0.04362489,0.00194754,0.0003129918,0.020355,0.009055777,0.003901989,0.00550225,0.4345679,0.001141447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006812511,0.0002928547,0.00161325,0.0004153117,0.00006426909,0.9787492,0.009008833,0.00008139194,0.002962339],"genre_scores_gemma":[0.01159847,0.0003658186,0.004493055,0.0003809656,0.00002511194,0.9803792,0.001529492,0.0000097857,0.001218091],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1703096,"threshold_uncertainty_score":0.7191423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07928019933940147,"score_gpt":0.4940146653073163,"score_spread":0.4147344659679149,"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."}}