{"id":"W4403323573","doi":"10.1007/978-3-031-70718-6_3","title":"Operations and Equipments","year":2024,"lang":"en","type":"book-chapter","venue":"Studies in systems, decision and control","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Osta Bio Technologies (Canada)","funders":"","keywords":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00177921,0.0003509776,0.001151026,0.000244302,0.0008030849,0.00003254191,0.000112781,0.0005801478,0.00008797088],"category_scores_gemma":[0.0003545038,0.0002672781,0.00006412766,0.00004227443,0.0001962371,0.00006088891,0.0002999808,0.001029183,0.0003667247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002445345,"about_ca_system_score_gemma":0.0001485072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001733022,"about_ca_topic_score_gemma":0.001104545,"domain_scores_codex":[0.9969043,0.000278296,0.001488683,0.0005681126,0.0003892954,0.0003712924],"domain_scores_gemma":[0.9964604,0.002588314,0.0001625111,0.0003448082,0.000298547,0.0001454085],"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":[0.0002448265,0.00001462591,0.0007833253,0.005499012,0.000533643,0.0001372546,0.01325519,0.0000146145,0.000001484952,0.9497932,0.0184712,0.01125163],"study_design_scores_gemma":[0.003083203,0.000179168,0.0003348503,0.02089316,0.0001817592,0.00002112216,0.02683111,0.0006250763,1.989921e-8,0.09438816,0.8529087,0.0005536699],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0009620402,0.6802728,0.0003166204,0.005633486,0.01344229,0.00575296,0.0008551149,0.0001710417,0.2925936],"genre_scores_gemma":[0.2651093,0.08011711,0.00005165041,0.002544922,0.001238601,0.0007585377,0.0000313149,0.00009321114,0.6500554],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.855405,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2412906903673665,"score_gpt":0.5224748257569702,"score_spread":0.2811841353896037,"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."}}