{"id":"W3036346393","doi":"10.1186/s40463-020-00436-3","title":"Designing and integrating a quality management program for patients undergoing head and neck resection with free-flap reconstruction","year":2020,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary; Alberta Health Services","funders":"Alberta Health Services","keywords":"Audit; Free flap reconstruction; Quality management; Head and neck; Quality assurance; Quality (philosophy); Computer science; Process (computing); Process management; Medicine; Operations management; Medical physics; Surgery; Management system; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.02393041,0.0005845437,0.0002658536,0.001542984,0.003451519,0.002274457,0.002245999,0.001091266,0.004227194],"category_scores_gemma":[0.03624522,0.0004694674,0.0007662727,0.001043284,0.001240708,0.001884072,0.005282742,0.002053816,0.0007749305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006328628,"about_ca_system_score_gemma":0.05439278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005082042,"about_ca_topic_score_gemma":0.01120183,"domain_scores_codex":[0.9803278,0.01171172,0.001807479,0.0009291843,0.003479077,0.001744896],"domain_scores_gemma":[0.9721088,0.006939739,0.005894676,0.001320649,0.005693359,0.008042733],"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":[0.0002291826,0.01191477,0.08872504,0.002689275,0.0001071229,0.0008989006,0.01164985,0.00826096,0.004788,0.004420211,0.01624858,0.8500681],"study_design_scores_gemma":[0.004129347,0.04675312,0.476822,0.01001742,0.0008315027,0.004806163,0.07940623,0.04724074,0.03731608,0.02660845,0.2653917,0.0006772103],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5694256,0.001679518,0.2479551,0.06170953,0.0007813471,0.07080109,0.0004653962,0.002607798,0.04457454],"genre_scores_gemma":[0.4473144,0.001343314,0.5294634,0.002667225,0.0001421001,0.01598644,0.0003220931,0.00007642711,0.002684684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02393041,"threshold_uncertainty_score":0.1265576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1269698358789518,"score_gpt":0.4076821537374362,"score_spread":0.2807123178584844,"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."}}