{"id":"W348570219","doi":"10.2139/ssrn.2524426","title":"Configuring Surgical Instrument Trays to Reduce Costs","year":2014,"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":"Quest University Canada","funders":"","keywords":"Surgical instrument; Operations management; Business; Medicine; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008277719,0.001436659,0.0007399713,0.001080223,0.0009536317,0.002015517,0.001725756,0.0007228866,0.008074864],"category_scores_gemma":[0.003851498,0.0008337803,0.0006208103,0.001037403,0.0003999736,0.002291772,0.0008110474,0.001054183,0.001149211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001129069,"about_ca_system_score_gemma":0.002035124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00292391,"about_ca_topic_score_gemma":0.005482744,"domain_scores_codex":[0.9990529,0.0002713097,0.00004994775,0.0001808157,0.0001904442,0.0002545335],"domain_scores_gemma":[0.998149,0.0005717416,0.0004117979,0.0003255502,0.0002675396,0.0002744099],"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":[0.001605082,0.001327324,0.01672881,0.0001772292,0.0001228898,0.0003136942,0.0002730462,0.6291724,0.05051333,0.003520251,0.005371843,0.2908742],"study_design_scores_gemma":[0.0001174001,0.001091999,0.01474341,0.00003439251,0.0001129642,0.0002230513,0.0009594869,0.9563751,0.01748889,0.004445345,0.004323908,0.0000841009],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7216541,0.0005605186,0.2544245,0.0006081031,0.0003284975,0.0005344315,0.000360001,0.003590971,0.01793898],"genre_scores_gemma":[0.9424073,0.00007826895,0.05462981,0.00004723871,0.00002250904,0.00006354723,0.0001233194,0.0001660421,0.002461874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008074864,"threshold_uncertainty_score":0.02701306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03485832140157143,"score_gpt":0.3867845445231433,"score_spread":0.3519262231215718,"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."}}