{"id":"W4311687050","doi":"10.1136/bmjopen-2022-068488","title":"Validation of a classification to identify emergency department visits suitable for subacute and virtual care models: a randomised single-blinded agreement study protocol","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; University of Toronto; Hamilton Health Sciences; The Wilson Centre; McMaster University; Institute for Clinical Evaluative Sciences; Impact","funders":"McMaster University","keywords":"Medicine; Emergency department; Intraclass correlation; Overcrowding; Protocol (science); Emergency medicine; Medical emergency; Family medicine; Alternative medicine; Psychometrics; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1875633,0.003889179,0.006001971,0.002327133,0.003132071,0.00269253,0.004109697,0.005211269,0.01725282],"category_scores_gemma":[0.1983172,0.002714707,0.003544893,0.002296204,0.00510426,0.003242514,0.003285185,0.003592162,0.004954563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00552596,"about_ca_system_score_gemma":0.01609053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001529549,"about_ca_topic_score_gemma":0.001651107,"domain_scores_codex":[0.8149431,0.1349599,0.01871671,0.008885985,0.01757678,0.004917597],"domain_scores_gemma":[0.8033037,0.09236255,0.02909554,0.02835646,0.0402286,0.006653088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8706645,0.06272516,0.006745139,0.004184687,0.0007234691,0.000152507,0.003075884,0.002847296,0.003309123,0.001962016,0.00275257,0.04085769],"study_design_scores_gemma":[0.6818846,0.2681499,0.01835425,0.001322374,0.0008014417,0.00009413999,0.0009020614,0.01059055,0.004577995,0.002684416,0.01031839,0.0003200236],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.05501543,0.000127272,0.007456327,0.0001076612,0.0003344043,0.9353606,0.0003888625,0.00007251711,0.00113696],"genre_scores_gemma":[0.04682661,0.00007575474,0.01125109,0.000121824,0.0001198349,0.9409543,0.0001529195,0.00001304152,0.0004847219],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1875633,"threshold_uncertainty_score":0.9919416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1879989838138749,"score_gpt":0.4678050843875157,"score_spread":0.2798061005736407,"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."}}