{"id":"W2769298255","doi":"10.12688/f1000research.11760.1","title":"Managing Persistent Hypoxemia: what is new?","year":2017,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Instituto de Salud Carlos III","keywords":"Hypoxemia; Medicine; Refractory (planetary science); Intensive care medicine; Mechanical ventilation; Ventilation (architecture); Hypoxia (environmental); Respiratory failure; Cardiology; Physiology; Internal medicine; Oxygen; Biology; Chemistry","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":[0.002313747,0.0007526729,0.001756076,0.001090316,0.0005129502,0.00248533,0.001189914,0.003653318,0.001989478],"category_scores_gemma":[0.005250975,0.000243788,0.0008786299,0.0007347602,0.001679944,0.004965062,0.001149999,0.00467973,0.0009552786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009718844,"about_ca_system_score_gemma":0.001821352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001213898,"about_ca_topic_score_gemma":0.001969918,"domain_scores_codex":[0.9992145,0.0001885754,0.0001704136,0.000128385,0.0002162974,0.00008169439],"domain_scores_gemma":[0.9961002,0.002344791,0.0003674116,0.00008487218,0.0007638576,0.0003388066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001973166,0.000127131,0.0009978034,0.01810578,0.0001728627,0.0008113118,0.0002733177,0.00031977,0.0009570143,0.004559403,0.05478774,0.9186905],"study_design_scores_gemma":[0.0001416598,0.0006123959,0.003196124,0.03167325,0.0005295015,0.00715097,0.001489881,0.0005363826,0.0009531049,0.0163357,0.9372599,0.0001211424],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002541351,0.9835832,0.000421279,0.01336266,0.001711508,0.000007491747,0.00001012815,0.00001345864,0.0006361178],"genre_scores_gemma":[0.002255955,0.9862309,0.001070083,0.004360032,0.00573695,0.00002001354,0.00002799332,0.000006552983,0.0002915783],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003653318,"threshold_uncertainty_score":0.01223642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1343157158865286,"score_gpt":0.3927097928538624,"score_spread":0.2583940769673338,"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."}}