{"id":"W1494011692","doi":"10.1016/j.aenj.2008.01.001","title":"","year":2008,"lang":"en","type":"article","venue":"Australasian Emergency Nursing Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Respiratory failure; Respiratory care; Statement (logic); Intensive care medicine; Medical emergency; Nursing; Surgery","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004890526,0.0004843772,0.0006979384,0.0005310383,0.00140664,0.00002903695,0.0002855054,0.0002662336,0.001687437],"category_scores_gemma":[0.0001072979,0.0004268298,0.0006826278,0.0006638145,0.0002644962,0.00076938,0.0000151024,0.001328333,0.00004521852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003022794,"about_ca_system_score_gemma":0.0006336691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004578419,"about_ca_topic_score_gemma":0.000001532928,"domain_scores_codex":[0.9955974,0.0001130271,0.001374924,0.0004922293,0.00110011,0.00132237],"domain_scores_gemma":[0.9968465,0.000009800805,0.0004327225,0.0005190307,0.0004350401,0.001756927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001048225,0.001942501,0.714646,0.00005316352,0.0003486843,0.01255685,0.008753438,0.0000303075,0.1700727,0.0004037751,0.04339578,0.0467486],"study_design_scores_gemma":[0.004972345,0.00333397,0.7607274,0.0007068712,0.0004446609,0.1795931,0.004240148,0.00004780448,0.03339762,0.002388733,0.009435281,0.0007120197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808149,0.0005282165,0.005993311,0.005577706,0.003782223,0.0003528236,0.000001989894,0.0001526205,0.002796181],"genre_scores_gemma":[0.986432,0.0007985064,0.007047907,0.0002824061,0.00194774,0.000008177411,0.00000894382,0.00008006488,0.003394327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1670363,"threshold_uncertainty_score":0.9998934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05024595601269323,"score_gpt":0.3259509345369215,"score_spread":0.2757049785242283,"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."}}