{"id":"W4322733672","doi":"10.1097/as9.0000000000000258","title":"Development of the Illinois Surgical Quality Improvement Collaborative (ISQIC)","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery Open","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; Agency for Healthcare Research and Quality; National Institutes of Health; Pacira BioSciences; National Heart, Lung, and Blood Institute; Mallinckrodt Pharmaceuticals; Pacira Pharmaceuticals","keywords":"Coaching; Quality management; Medicine; Medical education; Quality (philosophy); Nursing; Psychology; Engineering; Operations management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06402576,0.0006918105,0.000468896,0.00538808,0.005832073,0.007781382,0.00352297,0.002114748,0.01115806],"category_scores_gemma":[0.06593338,0.0008295876,0.0008038702,0.003907042,0.003727804,0.003479307,0.01370634,0.004275283,0.002485373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01551119,"about_ca_system_score_gemma":0.119113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02233842,"about_ca_topic_score_gemma":0.02820336,"domain_scores_codex":[0.9496599,0.01740461,0.004456222,0.003825428,0.02050725,0.004146638],"domain_scores_gemma":[0.8195651,0.02096588,0.01104757,0.00901347,0.09336044,0.04604752],"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":[0.0002613531,0.0007714646,0.07003356,0.001201416,0.000079307,0.0003832,0.01421726,0.004431752,0.002247364,0.04317717,0.1885396,0.6746566],"study_design_scores_gemma":[0.0001814988,0.001004719,0.05860468,0.003092318,0.0000595816,0.0004339768,0.009519107,0.005397044,0.003372981,0.008177772,0.909934,0.0002222572],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.161693,0.009375988,0.3019942,0.2055145,0.006825149,0.02123331,0.004355701,0.008131923,0.2808763],"genre_scores_gemma":[0.4821339,0.002899499,0.4405176,0.009090363,0.001443629,0.0102479,0.005915968,0.0004504109,0.04730056],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06402576,"threshold_uncertainty_score":0.3386046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8702559466085293,"score_gpt":0.7102164832263582,"score_spread":0.1600394633821711,"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."}}