{"id":"W2809727892","doi":"10.4187/respcare.06151","title":"Stress Index Can Be Accurately and Reliably Assessed by Visually Inspecting Ventilator Waveforms","year":2018,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Waveform; Cohen's kappa; Airway; Biomedical engineering; Ventilation (architecture); Sensitivity (control systems); Visual inspection; Statistics; Mathematics; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003973934,0.0008042587,0.0005163178,0.001850923,0.0002000867,0.001102542,0.0006161961,0.0006645755,0.001621423],"category_scores_gemma":[0.01879498,0.0003487643,0.0004577322,0.0005462809,0.0005414885,0.0009142491,0.000989633,0.0003451397,0.0006565221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001787107,"about_ca_system_score_gemma":0.0002453297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005529826,"about_ca_topic_score_gemma":0.0008497042,"domain_scores_codex":[0.9971327,0.0007458444,0.0005466835,0.0005138207,0.0009087089,0.0001522759],"domain_scores_gemma":[0.9849028,0.006314291,0.003871707,0.0009186774,0.003480778,0.0005118333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001473078,0.0001554376,0.8354979,0.0004826025,0.0002715268,0.0003332391,0.00085235,0.0008418459,0.04543927,0.000149148,0.001062374,0.1134412],"study_design_scores_gemma":[0.00003876036,0.00121195,0.9647818,0.0001331385,0.0001931501,0.002355252,0.0008824951,0.01033429,0.01760196,0.0005287371,0.001858026,0.00008046935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504257,0.001841216,0.04198308,0.0001126482,0.0001430933,0.0001749074,0.0005874357,0.0004492459,0.004282631],"genre_scores_gemma":[0.9901094,0.0002760526,0.008813057,0.00004592906,0.00006268264,0.00006207798,0.0002717181,0.00003419432,0.0003248047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003973934,"threshold_uncertainty_score":0.02101642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03469427036867465,"score_gpt":0.3273016230088008,"score_spread":0.2926073526401261,"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."}}