{"id":"W4303859490","doi":"","title":"SIMULATION MODEL FOR THE DECONTAMINATION OF SURGICAL INSTRUMENTS AND ANALYSIS OF AUTOMATION SCENARIOS","year":2020,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Polytechnique Montréal","funders":"","keywords":"Human decontamination; Automation; Computer science; Systems engineering; Engineering; Waste management; Mechanical 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":[],"consensus_categories":[],"category_scores_codex":[0.001939314,0.0001272211,0.0003987751,0.0002719525,0.0001125253,0.00001721744,0.0001970837,0.0002670253,0.00000742824],"category_scores_gemma":[0.001277665,0.0001118139,0.000159459,0.0003971526,0.0001085344,0.00004891365,0.0002294651,0.0002662156,2.823676e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007317422,"about_ca_system_score_gemma":0.0001584418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002633636,"about_ca_topic_score_gemma":0.0002162541,"domain_scores_codex":[0.9982399,0.0005942275,0.0005268104,0.0002934722,0.0002354785,0.0001100675],"domain_scores_gemma":[0.9954811,0.001847475,0.0005724127,0.0006282277,0.001409776,0.00006104192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003465778,0.0008948583,0.2361702,0.002880182,0.002762137,0.000001752328,0.03326882,0.1162232,0.001993946,0.03600296,0.00004509868,0.5694103],"study_design_scores_gemma":[0.0005118828,0.000001390417,0.02475645,0.0005456875,0.0006572211,5.237163e-7,0.00005550032,0.9678395,0.004950386,0.0005309872,0.00007852366,0.00007190613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6736131,0.0002084429,0.3191263,0.006063765,0.00004622735,0.0006369356,0.00006111689,0.00005544452,0.00018874],"genre_scores_gemma":[0.9828555,0.0002512049,0.01613277,0.00001769117,0.000007138204,0.00004790983,0.0005178232,0.00001173939,0.0001581976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8516164,"threshold_uncertainty_score":0.4559638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04148604664008348,"score_gpt":0.3140446298134333,"score_spread":0.2725585831733499,"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."}}