{"id":"W3211456597","doi":"10.1016/j.sopen.2021.11.003","title":"Stopping extremity hemorrhage: More than just a tourniquet","year":2021,"lang":"en","type":"article","venue":"Surgery Open Science","topic":"Muscle and Compartmental Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Tourniquet; Amputation; Hematoma; Tamponade; Orthopedic surgery; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007082229,0.0007596651,0.001062889,0.0005998139,0.0006320502,0.001853073,0.0005086132,0.001647783,0.006444569],"category_scores_gemma":[0.002721993,0.0001749591,0.0005966975,0.0003507222,0.0007803077,0.001862106,0.000560523,0.003108511,0.002585033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003138779,"about_ca_system_score_gemma":0.0006544253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006944478,"about_ca_topic_score_gemma":0.001061731,"domain_scores_codex":[0.9993833,0.0001395863,0.00007642488,0.00007675064,0.0002317715,0.00009228198],"domain_scores_gemma":[0.9988765,0.0003557545,0.0001987463,0.00006716994,0.0002103468,0.0002913594],"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":[0.001817641,0.001302663,0.01796104,0.004015842,0.0005207962,0.01934196,0.0008323181,0.0009017245,0.0276174,0.006267478,0.1557694,0.7636518],"study_design_scores_gemma":[0.0008159816,0.006587696,0.05307063,0.007387731,0.0009310022,0.1649116,0.002510599,0.002824752,0.02161246,0.02338298,0.7156141,0.0003503972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.1680744,0.4174843,0.07779332,0.185414,0.02812936,0.0006814709,0.0006620967,0.004837302,0.1169238],"genre_scores_gemma":[0.6180473,0.1724376,0.06557032,0.06300782,0.02770827,0.0004842051,0.0006907135,0.0005577697,0.05149592],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.006444569,"threshold_uncertainty_score":0.02155924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08466844186746553,"score_gpt":0.3617230439296898,"score_spread":0.2770546020622243,"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."}}