{"id":"W4221135766","doi":"10.1016/j.amjsurg.2022.02.039","title":"A randomized controlled pilot trial of video-modelling versus telementoring for improved hemorrhage control wound packing","year":2022,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services; Canadian Armed Forces; Alberta Health Services","funders":"CSL Behring","keywords":"Task (project management); Randomized controlled trial; Bleed; Medicine; Computer science; Surgery; Engineering","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":[0.002242815,0.001951131,0.003997171,0.0006690969,0.0006726957,0.001270975,0.001652841,0.002220481,0.01449069],"category_scores_gemma":[0.004366006,0.0008055158,0.002080359,0.0006633726,0.002104407,0.001808535,0.0007444097,0.003988768,0.001260719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053048,"about_ca_system_score_gemma":0.001303963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001875199,"about_ca_topic_score_gemma":0.002035364,"domain_scores_codex":[0.9985402,0.0007559313,0.0001188019,0.0002771979,0.00008893157,0.000219027],"domain_scores_gemma":[0.9972421,0.00136145,0.0004998402,0.0002388598,0.0001374039,0.0005203349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9865502,0.008452822,0.00007369109,0.0001770521,0.0002170537,0.000009690802,0.00001700254,0.00008504739,0.0003885074,0.00005244547,0.0001218587,0.003854697],"study_design_scores_gemma":[0.9222341,0.0763388,0.0005412549,0.00001886541,0.0002276657,0.000006987963,0.00001845057,0.0002676029,0.0001583283,0.00007201233,0.0001087636,0.00000724211],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883044,0.001729596,0.0008814441,0.0005159877,0.001090209,0.005097599,0.0005711458,0.0001250518,0.001684657],"genre_scores_gemma":[0.9868484,0.001122474,0.002482663,0.0004647088,0.0005772333,0.00577785,0.0003991087,0.00002673601,0.002300851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01449069,"threshold_uncertainty_score":0.04847622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06714591892711669,"score_gpt":0.3116095129016465,"score_spread":0.2444635939745298,"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."}}