{"id":"W3120469550","doi":"10.1186/s12931-020-01604-9","title":"Happy hypoxemia, or blunted ventilation?","year":2021,"lang":"en","type":"letter","venue":"Respiratory Research","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Hypoxemia; Medicine; Ventilation (architecture); Cardiology; Internal medicine; Intensive care medicine","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","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002610253,0.0006030407,0.001180258,0.001413257,0.0004570721,0.0002355209,0.0006118171,0.002336203,0.01270051],"category_scores_gemma":[0.001447738,0.0004983051,0.000504066,0.001673291,0.0003876222,0.0001605468,0.0003912533,0.007955488,0.00225633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000556304,"about_ca_system_score_gemma":0.005471794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002008674,"about_ca_topic_score_gemma":0.00001708752,"domain_scores_codex":[0.9912409,0.00100707,0.0009509569,0.001434267,0.00368347,0.001683366],"domain_scores_gemma":[0.9945457,0.0006634369,0.000210476,0.002163545,0.001904245,0.000512621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004034501,0.0001166223,0.0005872202,0.0009860167,0.0002230835,0.02583617,0.00005831212,3.377415e-7,0.01166175,0.00002555707,0.9562837,0.003817814],"study_design_scores_gemma":[0.001064289,0.00100718,0.0003271786,0.0008698018,0.0001158968,0.0001963508,0.0001335901,0.00001288526,0.01538948,0.00005483369,0.9803606,0.0004679636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03943943,0.01796136,0.0005990315,0.7882625,0.005728654,0.01163254,0.0004938216,0.001572256,0.1343104],"genre_scores_gemma":[0.00124819,0.0001540342,0.0004571838,0.7367378,0.01642366,0.0005385986,0.0009201419,0.0004483289,0.243072],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1087616,"threshold_uncertainty_score":0.9997469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3551110038139028,"score_gpt":0.4580409036204238,"score_spread":0.102929899806521,"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."}}