{"id":"W3171966802","doi":"10.2139/ssrn.3845758","title":"Two-Stage Robust Telemedicine Assignment Problem with Uncertain Service Duration and No-Show Behaviours","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Duration (music); Stage (stratigraphy); Telemedicine; Service (business); Computer science; Operations management; Operations research; Mathematics; Business; Engineering; Political science; Health care; Art; Law; Marketing; Geology","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":[0.004270432,0.002952802,0.006984412,0.001910983,0.001371808,0.004153052,0.00694467,0.008532189,0.01478655],"category_scores_gemma":[0.007028508,0.003286919,0.002770907,0.00247941,0.002254206,0.003630413,0.003126241,0.003356266,0.001557813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002852176,"about_ca_system_score_gemma":0.00245501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01516352,"about_ca_topic_score_gemma":0.007768983,"domain_scores_codex":[0.9958361,0.001034225,0.0001776596,0.001183111,0.0004643412,0.001304546],"domain_scores_gemma":[0.99278,0.004279347,0.001066627,0.0002930475,0.0006268,0.0009541331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007980388,0.0001981609,0.0008446943,0.0002794261,0.0001421569,0.0005215783,0.00009207432,0.9829363,0.001464851,0.00564583,0.001081122,0.005995909],"study_design_scores_gemma":[0.00009489826,0.0002555595,0.0006838013,0.00001651533,0.00005590354,0.00008033053,0.00004368395,0.9945263,0.0004264445,0.003449557,0.0003287247,0.00003828233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2179012,0.001084942,0.7591104,0.002777212,0.0003313975,0.0007876582,0.003137778,0.00081776,0.01405162],"genre_scores_gemma":[0.9434615,0.0002715191,0.02944657,0.0002210751,0.0001513061,0.0004722665,0.0008697879,0.0001570229,0.024949],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01516352,"threshold_uncertainty_score":0.04946589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03617358398732772,"score_gpt":0.3561156281450811,"score_spread":0.3199420441577534,"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."}}