{"id":"W4381195667","doi":"10.12927/hcpol.2023.27094","title":"Innovating for Value-Based Surgical Care in Canada: A Post-Pandemic Necessity","year":2023,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; St. Paul's Hospital; Providence Health Care","funders":"Providence Health Care","keywords":"Triage; Equity (law); Pandemic; Business; Health care; Medical emergency; Operations management; Medicine; Nursing; Coronavirus disease 2019 (COVID-19); Engineering; Political science; Economic growth; Disease; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.007344821,0.0003902125,0.0005623161,0.001329062,0.01238453,0.01171577,0.002695403,0.005571703,0.009087308],"category_scores_gemma":[0.01842582,0.0004192634,0.0008560659,0.002922624,0.007861856,0.003985125,0.004103042,0.008760207,0.0006397939],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2180055,"about_ca_system_score_gemma":0.5768961,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9926335,"about_ca_topic_score_gemma":0.9966625,"domain_scores_codex":[0.9906282,0.000903161,0.0002188543,0.0004271922,0.003596038,0.004226606],"domain_scores_gemma":[0.9601156,0.002639511,0.001252925,0.0005618269,0.01054756,0.02488254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000349855,0.0004758568,0.08280223,0.001098609,0.0001969692,0.001763663,0.008112421,0.003262186,0.001818584,0.1719516,0.4918956,0.2362725],"study_design_scores_gemma":[0.0002144838,0.000295901,0.2448235,0.002636002,0.00012904,0.0006828129,0.03216832,0.007271619,0.0008557608,0.03940312,0.6710616,0.0004578269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03371589,0.006150642,0.000739294,0.9414868,0.0009454551,0.00006871516,0.0005413853,0.00007177454,0.01628001],"genre_scores_gemma":[0.7357613,0.02189417,0.009210971,0.2081975,0.0009875773,0.000101371,0.001051694,0.0001333238,0.02266212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7819945,"threshold_uncertainty_score":0.9070028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5741600983806514,"score_gpt":0.5851980558514155,"score_spread":0.01103795747076408,"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."}}