{"id":"W2979428288","doi":"10.1097/shk.0000000000000781","title":"What's New in Shock, February 2017?","year":2017,"lang":"en","type":"article","venue":"Shock","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"National Institute of General Medical Sciences","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":[],"consensus_categories":[],"category_scores_codex":[0.0001558085,0.0001258122,0.0002447684,0.00008192776,0.0001026055,0.0001239562,0.0002096061,0.0001170029,0.0007108313],"category_scores_gemma":[0.00007353454,0.0001086565,0.00007792185,0.00003550259,0.00003289084,0.0005164592,0.00007966484,0.0001877889,0.0005490682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003880824,"about_ca_system_score_gemma":0.0002525127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000343391,"about_ca_topic_score_gemma":0.0003889092,"domain_scores_codex":[0.9990959,0.00001097113,0.0001851472,0.0002397341,0.0001925052,0.000275772],"domain_scores_gemma":[0.9988483,0.000009781184,0.00007536169,0.0007967046,0.00002634787,0.0002435646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005681552,0.0002796433,0.183894,0.0001555306,0.0001002588,0.003029109,0.00140837,0.000002715354,0.03389797,0.002532356,0.2360392,0.5380927],"study_design_scores_gemma":[0.004915851,0.0006336169,0.5163998,0.0005290974,0.0000785666,0.0001368835,0.001070146,0.000117724,0.02299757,0.005233486,0.4474284,0.0004588432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9344221,0.001933479,0.0003009048,0.007472668,0.002946186,0.0005731391,0.000002008917,0.00009211653,0.05225744],"genre_scores_gemma":[0.9441659,0.0003314628,0.001095998,0.002529914,0.001016355,0.000008138579,0.00001508572,0.00003506865,0.05080209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5376338,"threshold_uncertainty_score":0.7783104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04978547981571856,"score_gpt":0.3289416539504322,"score_spread":0.2791561741347137,"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."}}