{"id":"W3047054212","doi":"10.4187/respcare.07623","title":"Usual and Advanced Monitoring in Patients Receiving Oxygen Therapy","year":2020,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Oxygen therapy; Cardiorespiratory fitness; Intensive care medicine; Breathing; Acute care; Emergency medicine; Internal medicine; Anesthesia; Health care","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":[0.0008717614,0.0002016693,0.0004679954,0.0006178904,0.0003094625,0.0005252861,0.0002219131,0.0005940835,0.001873732],"category_scores_gemma":[0.004739557,0.00006678215,0.0002528592,0.0006339484,0.0002083097,0.0005055262,0.0005050674,0.0007795432,0.0003619838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002409328,"about_ca_system_score_gemma":0.0002866714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007114348,"about_ca_topic_score_gemma":0.0008584498,"domain_scores_codex":[0.9989333,0.0003615018,0.0002004038,0.0001180646,0.0002947415,0.00009202778],"domain_scores_gemma":[0.997453,0.0005138817,0.001024436,0.00009673178,0.0003136005,0.0005983582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001362159,0.0003430297,0.9115723,0.0002548264,0.00005237374,0.002003757,0.0003994857,0.0001594561,0.001347722,0.0003311266,0.002803636,0.07937017],"study_design_scores_gemma":[0.0001182527,0.001697246,0.9839405,0.0003161077,0.00007710216,0.005324511,0.000483934,0.001468534,0.0005496123,0.0005542561,0.005439803,0.00003020389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746899,0.006887322,0.001501101,0.001620004,0.0002147495,0.0001732915,0.0005168347,0.00006809805,0.01432879],"genre_scores_gemma":[0.9955065,0.00130091,0.001412953,0.0006065561,0.0002224884,0.00006560126,0.0003365748,0.000006251487,0.0005421382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001873732,"threshold_uncertainty_score":0.006268263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03363465110955113,"score_gpt":0.2865394169794809,"score_spread":0.2529047658699298,"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."}}