{"id":"W4391727506","doi":"10.1093/oncolo/oyae016","title":"Consuming Patients’ Days: Time Spent on Ambulatory Appointments by People With Cancer","year":2024,"lang":"en","type":"article","venue":"The Oncologist","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Cancer Institute; National Institute on Aging; National Institutes of Health; Pancreatic Cancer Action Network","keywords":"Ambulatory; Medicine; Ambulatory care; Cancer; Emergency medicine; Surgery; Health care; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002937826,0.0001855871,0.0002774442,0.0009342974,0.001429893,0.001690781,0.0007978821,0.0004801125,0.003657465],"category_scores_gemma":[0.01400182,0.0002583365,0.00057656,0.001409227,0.001040172,0.001874469,0.002530004,0.0008418936,0.0002446281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002235149,"about_ca_system_score_gemma":0.001792525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02103427,"about_ca_topic_score_gemma":0.02911944,"domain_scores_codex":[0.9965582,0.0020513,0.0003729796,0.000260735,0.0003865958,0.0003700703],"domain_scores_gemma":[0.9879908,0.004692483,0.004536016,0.0003323236,0.001011998,0.001436516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002372209,0.00007557317,0.8502353,0.000719685,0.0001740908,0.0002304783,0.1102975,0.000146017,0.0002666859,0.0004082742,0.005752035,0.03145716],"study_design_scores_gemma":[0.00001089148,0.000181458,0.7648255,0.0004828468,0.00006934733,0.0004123211,0.2256344,0.0002121545,0.0001339479,0.0002858298,0.00769623,0.00005522843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933736,0.0009034849,0.0003211077,0.00141449,0.00004054606,0.00004617347,0.001210936,0.00001406825,0.002675707],"genre_scores_gemma":[0.9987117,0.0003097517,0.0002435432,0.000241059,0.00001566178,0.00005959974,0.0002417065,0.000005736843,0.0001711986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02103427,"threshold_uncertainty_score":0.04182369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04306431923971275,"score_gpt":0.4045877276868262,"score_spread":0.3615234084471134,"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."}}