{"id":"W2917171966","doi":"10.1097/shk.0000000000001081","title":"What's New in Shock, March 2018?","year":2018,"lang":"en","type":"article","venue":"Shock","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto; Sunnybrook Hospital","funders":"","keywords":"Shock (circulatory); Medicine; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007837392,0.0001062801,0.0001949937,0.00008750155,0.00004412741,0.00001342701,0.00007095427,0.00005906639,0.001136114],"category_scores_gemma":[0.00004590693,0.00008861274,0.00005852611,0.0002145582,0.00006951082,0.0001210912,0.00005235744,0.0001231853,0.0007236046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000493239,"about_ca_system_score_gemma":0.00008677255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004208922,"about_ca_topic_score_gemma":0.001778149,"domain_scores_codex":[0.9991539,0.00001317027,0.0001715813,0.0002086584,0.000171535,0.0002811543],"domain_scores_gemma":[0.9995614,0.00001590048,0.00001587042,0.0002425242,0.00005546407,0.0001088918],"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":[0.0002972501,0.000100415,0.04258746,0.00007890159,0.00009547333,0.00007418163,0.00697048,8.323299e-7,0.001655921,0.0003461428,0.65799,0.2898029],"study_design_scores_gemma":[0.001371238,0.0005238899,0.4023236,0.0002173197,0.00004347083,0.00002339179,0.003426312,0.00002639088,0.001032771,0.0009604132,0.5898464,0.0002047968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8294765,0.008621672,0.0001509099,0.01771997,0.006618509,0.0004678873,0.000002805276,0.0001465259,0.1367953],"genre_scores_gemma":[0.9761117,0.001039335,0.0005971824,0.0008162623,0.00222407,0.000005480442,0.000006855752,0.00002048152,0.0191787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3597362,"threshold_uncertainty_score":0.999777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04164673487000822,"score_gpt":0.3293694623780241,"score_spread":0.2877227275080159,"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."}}