{"id":"W4210822133","doi":"10.1136/bmjmilitary-2021-001975","title":"Augmented-reality telementoring for leg fasciotomy: a proof-of-concept study","year":2022,"lang":"en","type":"article","venue":"BMJ Military Health","topic":"Muscle and Compartmental Disorders","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Ottawa Hospital; Canadian Armed Forces; Dalhousie University","funders":"","keywords":"Fasciotomy; Medicine; Surgery; Fascia; Medical emergency; Adverse effect","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":[0.001400298,0.0009053318,0.0004982869,0.0003285094,0.0001951459,0.0006819743,0.001254937,0.001039897,0.00358862],"category_scores_gemma":[0.001138516,0.0002252808,0.0007267735,0.0001503605,0.0005329567,0.0007698048,0.0005060674,0.0006116171,0.0005475907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001860529,"about_ca_system_score_gemma":0.0004928394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000335252,"about_ca_topic_score_gemma":0.0002375911,"domain_scores_codex":[0.9992234,0.0002071219,0.00003410597,0.00009122974,0.0003509505,0.00009329127],"domain_scores_gemma":[0.9989802,0.0002744638,0.0001914156,0.00008881105,0.0002962292,0.0001689207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005008949,0.01092872,0.004737156,0.003953212,0.0004095556,0.002207349,0.0008785506,0.006038495,0.8528205,0.0007943983,0.002471117,0.1097519],"study_design_scores_gemma":[0.002290811,0.2575063,0.04499735,0.0005490397,0.0009634109,0.00696485,0.001588324,0.04932119,0.5940758,0.0005853216,0.04082861,0.0003289073],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338475,0.002768016,0.05806809,0.0002319814,0.0002956757,0.001579518,0.00032481,0.0003230028,0.002561271],"genre_scores_gemma":[0.93035,0.002113368,0.06214025,0.0002330843,0.00009208474,0.001325175,0.0004181445,0.00005080831,0.003277048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00358862,"threshold_uncertainty_score":0.01200509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0729368458075813,"score_gpt":0.4015480628751566,"score_spread":0.3286112170675753,"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."}}