{"id":"W3171246029","doi":"10.2139/ssrn.3558209","title":"Managing Outpatient Service with Strategic Walk-ins","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Service (business); Business; Operations management; Process management; Marketing; Engineering","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001000158,0.0001445798,0.0001847735,0.00006147797,0.001208203,0.0000358723,0.0001729479,0.0001124622,0.0001398826],"category_scores_gemma":[0.00003581004,0.0001098555,0.00003318985,0.0004117657,0.00001137255,0.000195949,0.00002934491,0.0033581,0.0001789707],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007082258,"about_ca_system_score_gemma":0.005810056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002581731,"about_ca_topic_score_gemma":0.004233213,"domain_scores_codex":[0.9969284,0.0003501782,0.0004341658,0.0002115184,0.0002592107,0.001816526],"domain_scores_gemma":[0.9989917,0.00005035399,0.0002017981,0.0001324135,0.0003801018,0.0002436931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001109963,0.0002956585,0.03488319,0.0006671246,0.000543281,0.00004922424,0.04307078,0.08345257,0.0003525259,0.8081144,0.0006849763,0.02677632],"study_design_scores_gemma":[0.01133177,0.008100293,0.002307553,0.001126361,0.0003205724,0.0003359356,0.4832714,0.3474259,0.00003635552,0.1265427,0.01721155,0.001989564],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7121502,0.0008433315,0.120927,0.1546746,0.0003898898,0.000945952,0.00000719225,0.0001913115,0.009870472],"genre_scores_gemma":[0.9897485,0.001197367,0.001438383,0.00649358,0.0005097211,0.00002147186,0.00002130452,0.00003745416,0.0005322338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6815717,"threshold_uncertainty_score":0.9998261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06349839219248715,"score_gpt":0.3567456187955997,"score_spread":0.2932472266031125,"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."}}