{"id":"W2791363157","doi":"10.1097/shk.0000000000000754","title":"What's New in Shock, December 2016?","year":2016,"lang":"en","type":"article","venue":"Shock","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shock (circulatory); Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008604814,0.00007489266,0.0001419394,0.00007388015,0.00001474686,0.00001724559,0.00003419635,0.00006940454,0.0003442295],"category_scores_gemma":[0.00007214866,0.00004465695,0.00007247223,0.0001115067,0.00002356645,0.0002184218,0.00002076673,0.00006057075,0.0006943262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006388118,"about_ca_system_score_gemma":0.0001368732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005989868,"about_ca_topic_score_gemma":0.0002119161,"domain_scores_codex":[0.9993799,0.00001707792,0.0001322881,0.0001514137,0.0001479728,0.0001713053],"domain_scores_gemma":[0.9995902,0.00005833279,0.00002150571,0.0001816878,0.00002848564,0.0001198518],"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":[0.0004124761,0.00007706388,0.1076645,0.00004412203,0.0000627753,0.0001067371,0.000936547,0.000005011478,0.02144382,0.0005864355,0.3088331,0.5598274],"study_design_scores_gemma":[0.005830974,0.0001033467,0.4723696,0.001284446,0.00007234528,0.00001953,0.0005496833,0.00003613477,0.004531705,0.003890825,0.5110013,0.0003100405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9386194,0.002410749,0.001156376,0.02103115,0.005448761,0.000440882,0.000002164993,0.00009290456,0.03079763],"genre_scores_gemma":[0.9700969,0.0008516631,0.0004220899,0.0005485801,0.001097595,0.000005121532,0.000006876335,0.00002011619,0.02695108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5595174,"threshold_uncertainty_score":0.8924391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357602188511385,"score_gpt":0.2830397240847909,"score_spread":0.2694637021996771,"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."}}