{"id":"W2625716828","doi":"10.1016/j.cps.2017.02.009","title":"Inhalation Injury","year":2017,"lang":"en","type":"review","venue":"Clinics in Plastic Surgery","topic":"Burn Injury Management and Outcomes","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"National Institute of General Medical Sciences","keywords":"Medicine; Inhalation; Burn injury; Resuscitation; Intensive care medicine; Pneumonia; Smoke inhalation; Anesthesia; Medical emergency; Surgery; 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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001462855,0.0003809863,0.002956496,0.0008720072,0.0000666137,0.000053741,0.0002028187,0.0005490421,0.0001913668],"category_scores_gemma":[0.01031213,0.0003145116,0.0008623753,0.0002366378,0.00009227927,0.00009638734,0.0001433711,0.0007772479,0.0005934251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001239195,"about_ca_system_score_gemma":0.0005398575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002060625,"about_ca_topic_score_gemma":0.000002492172,"domain_scores_codex":[0.9973446,0.0001160266,0.00147396,0.000455813,0.0002792482,0.0003303838],"domain_scores_gemma":[0.9875677,0.01057702,0.000848514,0.00085487,0.00004513458,0.0001067756],"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":[0.00002716977,0.00006774056,0.0100905,0.01128052,0.0001190422,0.0001734918,0.000003500438,5.221375e-8,1.085086e-9,0.00007839385,0.01080125,0.9673584],"study_design_scores_gemma":[0.0001368863,0.00002769894,0.001694144,0.02493209,0.0007279197,0.00001359693,0.000002460557,0.00001689224,1.772277e-8,0.00006499331,0.9721161,0.0002671753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001063949,0.9873161,0.00001055079,0.00002311887,0.009146216,0.0004733603,0.00001955717,0.00006483786,0.002839859],"genre_scores_gemma":[0.0001350544,0.9960448,0.00003071214,0.00006061482,0.0007796602,0.00005878602,0.0002885018,0.00006783778,0.002534026],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9670911,"threshold_uncertainty_score":0.9999307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.245991062719112,"score_gpt":0.4601760533628571,"score_spread":0.214184990643745,"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."}}