{"id":"W2111187226","doi":"10.1007/s12063-008-0013-z","title":"An assessment of the interruption level of doctors in outpatient appointment scheduling","year":2008,"lang":"en","type":"article","venue":"Operations Management Research","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Schedule; Outpatient clinic; Scheduling (production processes); Medicine; Work schedule; Computer science; Medical emergency; Operations management; Engineering; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003357929,0.0001028966,0.0001979913,0.0005149904,0.001160949,0.00001455064,0.0003367908,0.0001018974,0.0002280607],"category_scores_gemma":[0.0001425329,0.00007705558,0.00004597361,0.00105736,0.0001381997,0.0002465542,0.0002161586,0.0006315543,0.00001205935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004531025,"about_ca_system_score_gemma":0.0005623693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001612451,"about_ca_topic_score_gemma":0.001990102,"domain_scores_codex":[0.9958853,0.001791533,0.0009301172,0.0002777478,0.0007561419,0.0003592025],"domain_scores_gemma":[0.9982683,0.0001277548,0.0001056314,0.0006361976,0.0007898455,0.0000722379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00004292061,0.00174076,0.2995246,0.0005842801,0.0000569231,0.000004167196,0.0155036,0.5495951,0.002140902,0.1260782,0.0003187158,0.004409794],"study_design_scores_gemma":[0.001405684,0.0004713234,0.5819414,0.000679308,0.00001286049,7.613194e-7,0.01814306,0.3960002,0.0004122411,0.0001402697,0.0006294553,0.0001634386],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566851,0.00001818458,0.03298051,0.001309191,0.0002203541,0.002472826,0.00002117038,0.00001338002,0.006279343],"genre_scores_gemma":[0.9602692,0.0001857287,0.03739563,0.00006395461,0.00003688435,0.0004735411,0.00005849762,0.0000143149,0.001502216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2824168,"threshold_uncertainty_score":0.8929202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5485667288681111,"score_gpt":0.6073571916825725,"score_spread":0.05879046281446143,"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."}}