{"id":"W2043864760","doi":"10.1007/s00134-015-3746-9","title":"Ten recent advances that could not have come about without applying physiology","year":2015,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Renal function and acid-base balance","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Pain medicine; Anesthesiology; Medicine; Human physiology; Physiology; Intensive care medicine; Anesthesia; Internal 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":[],"consensus_categories":[],"category_scores_codex":[0.0001973982,0.0003090163,0.0008551543,0.0001569116,0.00007281507,0.000007523685,0.0001322746,0.0001396795,0.0002490959],"category_scores_gemma":[0.003352086,0.0002016168,0.0000873358,0.0001839781,0.0004794348,0.00009179341,0.00006094299,0.0004719088,0.0001369807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000220418,"about_ca_system_score_gemma":0.0001407795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009333822,"about_ca_topic_score_gemma":0.00002721189,"domain_scores_codex":[0.9980918,0.00006756446,0.0003678386,0.0004766673,0.000607547,0.0003886141],"domain_scores_gemma":[0.9935117,0.0001528663,0.0001990046,0.0004397317,0.005265174,0.000431548],"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":[0.008809943,0.00013998,0.2711547,0.001033396,0.0005248936,0.001096353,0.01433714,0.0001120728,0.2434219,0.0002856875,0.3205136,0.1385703],"study_design_scores_gemma":[0.005789286,0.001682019,0.02572281,0.001943474,0.0002287889,0.0003980021,0.08334783,0.0001942414,0.02735149,0.0000764436,0.8529175,0.0003480916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7026654,0.09963243,0.003328228,0.1130804,0.0147064,0.004451852,0.0001058109,0.0009445536,0.0610849],"genre_scores_gemma":[0.9324728,0.002178341,0.0001570096,0.06175176,0.001248952,0.00009507791,0.0001769217,0.00004054222,0.001878627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5324039,"threshold_uncertainty_score":0.8221693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05714816542093393,"score_gpt":0.3415362783772643,"score_spread":0.2843881129563304,"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."}}