{"id":"W4311768425","doi":"10.1007/s10696-022-09478-3","title":"Analytics and Optimization in Healthcare Management","year":2022,"lang":"en","type":"article","venue":"Flexible Services and Manufacturing Journal","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Analytics; Computer science; Health care; Data science","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":[0.005590177,0.001108206,0.002195349,0.002291303,0.0006091101,0.005501124,0.0009039161,0.001272068,0.002467567],"category_scores_gemma":[0.01613107,0.0006539237,0.001076658,0.003152482,0.003290207,0.005356402,0.001712906,0.002573094,0.000359822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002888146,"about_ca_system_score_gemma":0.002748577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007803179,"about_ca_topic_score_gemma":0.004039869,"domain_scores_codex":[0.9954081,0.002417044,0.0003296415,0.0006021196,0.001007601,0.0002355323],"domain_scores_gemma":[0.9866667,0.01107318,0.0007824933,0.0004785265,0.0007389717,0.0002600802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001975779,0.0002597222,0.005188042,0.0005652676,0.0003173653,0.0001221301,0.0003277405,0.2651631,0.0005670944,0.5594322,0.01092112,0.1569386],"study_design_scores_gemma":[0.00001143518,0.00003763515,0.0008424514,0.00009359472,0.00002858166,0.00002499779,0.0001648624,0.434515,0.0002992955,0.5593746,0.004586271,0.00002127613],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03736959,0.05293706,0.8567349,0.02563877,0.0009491319,0.0001373184,0.0004759367,0.0005721959,0.02518509],"genre_scores_gemma":[0.8518569,0.01652456,0.1217775,0.001087743,0.001774905,0.0001470389,0.0004572443,0.0001438038,0.006230386],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007803179,"threshold_uncertainty_score":0.02956402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02153227906539908,"score_gpt":0.2928210598385378,"score_spread":0.2712887807731387,"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."}}