{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001498525,0.0001745673,0.0009228695,0.0005237469,0.0006444547,0.00001925924,0.00009176408,0.0001398836,0.0003527585],"category_scores_gemma":[0.0007495109,0.0001309793,0.0002843355,0.0008239445,0.00009517628,0.0001672997,0.00000590581,0.0007803611,0.00002152123],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005292463,"about_ca_system_score_gemma":0.0329295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01482791,"about_ca_topic_score_gemma":0.004914896,"domain_scores_codex":[0.9965392,0.001246772,0.001164994,0.0001540284,0.0002424344,0.0006526159],"domain_scores_gemma":[0.994706,0.00138691,0.0008242927,0.0001756559,0.00141257,0.001494618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002605715,0.00003215414,0.7081652,0.0002626699,0.0001983043,0.00007559078,0.004321298,0.007270688,0.00001288097,0.0002280242,0.2752572,0.003915496],"study_design_scores_gemma":[0.0007842125,0.001444986,0.8629246,0.005218366,0.0001189628,0.00005490403,0.01821932,0.00460278,0.00002125685,0.00003492656,0.1057674,0.0008082323],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9655477,0.001144435,0.001452696,0.03018797,0.0007571571,0.0003888425,0.0003050933,0.00001862394,0.0001974906],"genre_scores_gemma":[0.9958002,0.0001759067,0.0003809477,0.003131848,0.0003206735,0.000007793253,0.00009506314,0.00003130688,0.00005625047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1694898,"threshold_uncertainty_score":0.9917324,"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."}}