{"id":"W3199334174","doi":"10.1002/vrc2.189","title":"A closed ‘pop‐off’ valve and patient safety incident: A human factors approach to understanding error","year":2021,"lang":"en","type":"article","venue":"Veterinary Record Case Reports","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Limiting; Breathing; Anesthesia; Local anaesthetic; Surgery; 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000500524,0.0002783504,0.0004386309,0.0001906536,0.001360404,0.000006444284,0.00005056268,0.0002290653,0.0002528346],"category_scores_gemma":[0.0003623995,0.0002638586,0.0001476822,0.0003808779,0.00006419853,0.0001700476,0.0003351336,0.0004853193,0.00001414838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000626156,"about_ca_system_score_gemma":0.0003188729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002894173,"about_ca_topic_score_gemma":0.0001431813,"domain_scores_codex":[0.9966502,0.0005338622,0.001159198,0.000725897,0.0003713079,0.0005595738],"domain_scores_gemma":[0.9977732,0.0002133005,0.0006925355,0.0006485782,0.0001085548,0.0005638698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001469483,0.002890002,0.3788444,0.003576937,0.0009946508,0.3403593,0.2216069,0.0001887843,0.008993745,0.004191384,0.01182904,0.0250554],"study_design_scores_gemma":[0.002686215,0.003447269,0.1364467,0.001895504,0.0003430846,0.08881751,0.1676883,0.0002922012,0.0001511004,0.002121,0.5940683,0.002042742],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832614,0.0001417574,0.003230689,0.0003804681,0.001438937,0.001104681,0.00003544728,0.0001405057,0.01026613],"genre_scores_gemma":[0.9970365,0.00004605086,0.001148769,0.0006261725,0.00008792437,0.0001833227,0.0001785323,0.00004429792,0.0006484893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5822393,"threshold_uncertainty_score":0.9999813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2166539592642587,"score_gpt":0.4109931176055514,"score_spread":0.1943391583412927,"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."}}