{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009442311,0.0004051011,0.0007050796,0.0004775542,0.0003207415,0.0008697216,0.001017406,0.0006373813,0.00374806],"category_scores_gemma":[0.0001335275,0.0003657245,0.0006713194,0.00008714938,0.0001639027,0.0002907465,0.00220192,0.002181788,0.001436973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002977406,"about_ca_system_score_gemma":0.00186019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003026816,"about_ca_topic_score_gemma":0.00001000997,"domain_scores_codex":[0.9960529,0.00007579679,0.0003855159,0.0009927792,0.001605673,0.0008873781],"domain_scores_gemma":[0.9959083,0.00004773591,0.000170031,0.002586545,0.0003431885,0.000944151],"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":[0.000510573,0.0002108821,0.002958947,0.001994989,0.0009087579,0.002314331,0.002181889,0.00001544765,0.005434483,0.0003119064,0.3135835,0.6695743],"study_design_scores_gemma":[0.002106358,0.0006771452,0.001534771,0.00290082,0.0004219404,0.0001449832,0.002629007,0.001257058,0.01566894,0.008989447,0.962916,0.0007535704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2454118,0.1171151,0.002829247,0.2166173,0.01483851,0.0125994,0.0001491141,0.00131829,0.3891212],"genre_scores_gemma":[0.159935,0.03472294,0.003900075,0.006194991,0.005787461,0.0003513107,0.0005028926,0.0004607092,0.7881446],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6688207,"threshold_uncertainty_score":0.9998795,"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."}}