{"id":"W3082121836","doi":"10.1503/cjs.007519","title":"Impact on cardiac surgery volume of a comprehensive partnership with Integrated Health Solutions","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medtronic (Canada)","funders":"","keywords":"Medicine; General partnership; Volume (thermodynamics); Cardiac surgery; MEDLINE; Intensive care medicine; Cardiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01327031,0.0004610316,0.0001631934,0.0005499442,0.001730918,0.00418338,0.001719152,0.001094069,0.008344222],"category_scores_gemma":[0.01842602,0.0002412381,0.0004523286,0.0007113527,0.001036139,0.00154463,0.01017819,0.00146469,0.0006017338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01154294,"about_ca_system_score_gemma":0.06264166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07037549,"about_ca_topic_score_gemma":0.1549743,"domain_scores_codex":[0.9875066,0.005203198,0.0003029046,0.0004669551,0.002898038,0.003622299],"domain_scores_gemma":[0.9661984,0.002286797,0.002798097,0.0008082051,0.004114933,0.02379361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001268268,0.007158855,0.3123353,0.001658697,0.0004081586,0.001706833,0.00882277,0.005206758,0.005711687,0.008600743,0.054656,0.5924659],"study_design_scores_gemma":[0.00100513,0.007550372,0.7218612,0.002232875,0.0002552668,0.001427637,0.04171328,0.005810597,0.002248972,0.002230571,0.2135431,0.0001210409],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8624849,0.002660908,0.003169033,0.06041564,0.0009050947,0.001267162,0.0007551024,0.0002846551,0.06805742],"genre_scores_gemma":[0.9861714,0.0008253339,0.003574903,0.003127428,0.0001237706,0.0002610332,0.0004650409,0.00003196815,0.00541909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07037549,"threshold_uncertainty_score":0.1399317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2435813346224161,"score_gpt":0.3930485484075663,"score_spread":0.1494672137851502,"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."}}