{"id":"W3097700764","doi":"10.1371/journal.pone.0241624","title":"The impact of integrating electronic referral within a musculoskeletal model of care on wait time to receive orthopedic care in Ontario","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Referral; Medicine; Orthopedic surgery; Receipt; Family medicine; Emergency medicine; Physical therapy; Medical emergency; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001748772,0.0001552412,0.0003882217,0.0001481443,0.00006754481,0.00002129982,0.0002363531,0.0001071187,0.00004368325],"category_scores_gemma":[0.000241225,0.0001074225,0.0001001101,0.0004365979,0.00002685964,0.0001266646,0.0001023478,0.0004730308,0.00004672402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003362697,"about_ca_system_score_gemma":0.000328148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09077445,"about_ca_topic_score_gemma":0.2915641,"domain_scores_codex":[0.9987459,0.00002159243,0.0004247435,0.000235319,0.0002514937,0.0003209089],"domain_scores_gemma":[0.9992223,0.00002522047,0.0002326109,0.0002268447,0.0002719031,0.00002106379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006113566,0.002734316,0.4869831,0.01539933,0.002686886,0.0000631787,0.1467908,0.02418624,0.09801528,0.06748357,0.001762055,0.1477816],"study_design_scores_gemma":[0.01871328,0.03533747,0.1416287,0.02461039,0.001830673,0.000006543474,0.1311499,0.6118451,0.01229845,0.008038888,0.007417799,0.007122725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939499,0.0001184846,0.000006106039,0.0008728188,0.00001163357,0.0005688665,0.000006186176,0.00004958296,0.004416421],"genre_scores_gemma":[0.9994968,0.000003159141,0.0001031982,0.0001420919,0.00008524687,0.00003343289,0.00002231337,0.00002337353,0.00009039923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5876589,"threshold_uncertainty_score":0.9152802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03482333108640528,"score_gpt":0.2529872415540269,"score_spread":0.2181639104676216,"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."}}