{"id":"W4387310550","doi":"10.1007/s12630-023-02611-2","title":"Massive circuit leak due to a hidden cause: a fractured ventilator flow sensor","year":2023,"lang":"en","type":"letter","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Electrostatic Discharge in Electronics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Leak; Flow sensor; Flow (mathematics); Computer science; Environmental science; Mechanics; Acoustics; Physics","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","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.001169458,0.001306859,0.002008134,0.003205944,0.0005466677,0.0009366428,0.00203921,0.001551514,0.0005412317],"category_scores_gemma":[0.0004321758,0.001358814,0.0008418181,0.001397181,0.0001703811,0.0004880139,0.00001790938,0.008634247,0.0003909496],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005435966,"about_ca_system_score_gemma":0.00993558,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002571861,"about_ca_topic_score_gemma":0.02360063,"domain_scores_codex":[0.9921294,0.0002556559,0.001947438,0.0005811455,0.001459938,0.003626398],"domain_scores_gemma":[0.9928504,0.0002812648,0.0009465752,0.0007624936,0.001075527,0.004083766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0000130833,0.000004325869,0.00002780333,0.0001188773,0.000472121,0.5156522,0.001034449,0.003516847,0.000018759,0.00001388134,0.4783543,0.0007732623],"study_design_scores_gemma":[0.0003850601,0.0004183871,0.0001381472,0.0006040822,0.0003657599,0.6104909,0.0001313367,0.000229013,0.00004807996,0.00054933,0.3856753,0.000964591],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2313661,0.00963208,0.000572488,0.7458752,0.008746453,0.001850509,0.0005007354,0.000440532,0.001015902],"genre_scores_gemma":[0.5234271,0.001817486,0.007063051,0.2950669,0.1229596,0.000330705,0.001339387,0.01065743,0.03733845],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4508083,"threshold_uncertainty_score":0.9999683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01148194906189868,"score_gpt":0.2067114908903575,"score_spread":0.1952295418284589,"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."}}