{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001423677,0.0006390775,0.0009582827,0.000589507,0.002259039,0.00184584,0.001080384,0.02655677,0.004083549],"category_scores_gemma":[0.01127493,0.0003832083,0.0008313234,0.0004401476,0.002327422,0.003365872,0.0008265947,0.01853806,0.002553623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002750486,"about_ca_system_score_gemma":0.001380241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003655398,"about_ca_topic_score_gemma":0.004663646,"domain_scores_codex":[0.9990247,0.0003430103,0.0001184336,0.0001281765,0.0002053411,0.00018043],"domain_scores_gemma":[0.9977875,0.00117147,0.0001862653,0.00007994586,0.0003298197,0.0004449617],"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":[0.0001915327,0.0001244949,0.007312335,0.000202397,0.00004434661,0.07542287,0.0005700639,0.0001842438,0.0006787516,0.007995471,0.8804511,0.02682249],"study_design_scores_gemma":[0.000386735,0.0004202561,0.0100098,0.001853482,0.00008452767,0.2384696,0.00302251,0.001536338,0.0007280694,0.03615205,0.7071624,0.0001742318],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00227519,0.004471476,0.00009695518,0.9767799,0.01092316,0.0000154935,0.00002845037,0.00002457375,0.005384874],"genre_scores_gemma":[0.02363273,0.0054419,0.0002561432,0.9127356,0.05123759,0.00002960478,0.00003524154,0.00001993437,0.006611191],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02655677,"threshold_uncertainty_score":0.01995629,"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."}}