{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00412062,0.0001316506,0.0002105037,0.0001288108,0.001293941,0.00003218309,0.0001716918,0.0001506903,0.0002296794],"category_scores_gemma":[0.0002541264,0.000113196,0.00005568876,0.0002111736,0.00001504143,0.000119658,0.00002957911,0.002530106,0.0002783988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001876683,"about_ca_system_score_gemma":0.003336029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002509367,"about_ca_topic_score_gemma":0.001182046,"domain_scores_codex":[0.9961175,0.0006700681,0.000561262,0.0002103889,0.0002586367,0.002182104],"domain_scores_gemma":[0.9989876,0.0001520727,0.0001336696,0.0001832102,0.0002351426,0.0003083039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001961787,0.0000999887,0.004693504,0.00003346087,0.00006661898,0.000004717524,0.001923672,0.002593594,0.0004848366,0.8054133,0.000725201,0.1837649],"study_design_scores_gemma":[0.0197046,0.006178512,0.0103154,0.002078625,0.0001737081,0.001696006,0.04198749,0.03305381,0.0009215773,0.07786413,0.8032544,0.002771762],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9057862,0.0002260692,0.05973962,0.01742963,0.000961513,0.0006357884,0.000003500345,0.00007749366,0.01514025],"genre_scores_gemma":[0.9933606,0.0007098367,0.001191231,0.0007711988,0.001015097,0.00003771505,0.00001220005,0.00002704796,0.002875066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8025292,"threshold_uncertainty_score":0.9997711,"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."}}