{"id":"W7126221430","doi":"10.46254/wc02.20250013","title":"Exploring Dual Practice Dynamics in Healthcare Operations Management","year":2025,"lang":"","type":"article","venue":"","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ivey Foundation","funders":"","keywords":"Dual (grammatical number); Health care; Service (business); Service provider; Private practice; Managed care; Best practice; Public service; Service level","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003536602,0.0006340267,0.001028616,0.0009817806,0.00170969,0.004499424,0.001764985,0.002631448,0.008554136],"category_scores_gemma":[0.01105711,0.000535343,0.0008305688,0.001001078,0.004036166,0.002986315,0.002700886,0.002537843,0.0003478109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01371006,"about_ca_system_score_gemma":0.0116761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2478152,"about_ca_topic_score_gemma":0.1628292,"domain_scores_codex":[0.9976688,0.0007416558,0.00005563331,0.0003015208,0.0002783433,0.0009540675],"domain_scores_gemma":[0.9945006,0.003261723,0.000832471,0.0001437605,0.0004599357,0.0008013954],"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":[0.0001770642,0.0002440557,0.0105459,0.00009433588,0.00007016239,0.0004783546,0.001529602,0.4216317,0.0009355895,0.5470396,0.003580248,0.01367338],"study_design_scores_gemma":[0.00006583648,0.00006749308,0.003606158,0.00003968735,0.00002617623,0.00004748043,0.001986285,0.819325,0.0001320254,0.1702675,0.004397655,0.00003868128],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.662247,0.001902122,0.2280133,0.02029127,0.0001803153,0.0003206305,0.0005674249,0.0001227497,0.08635514],"genre_scores_gemma":[0.990221,0.0003715388,0.004604707,0.0001563307,0.0000344615,0.00004262259,0.00004346441,0.000009456501,0.00451636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2478152,"threshold_uncertainty_score":0.4927455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1503160750308897,"score_gpt":0.3377010765045141,"score_spread":0.1873850014736244,"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."}}