{"id":"W4414451521","doi":"10.1136/rapm-2025-106776","title":"Augmented reality-guided craniofacial and airway nerve block training for anesthesiology residents","year":2025,"lang":"en","type":"article","venue":"Regional Anesthesia & Pain Medicine","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Anesthesiology; Nerve block; DICOM; Craniofacial; Modality (human–computer interaction); Block (permutation group theory)","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":[0.0007215875,0.0002421158,0.0001458883,0.0001746491,0.0001654425,0.0002254282,0.0002522762,0.0001963134,0.002889438],"category_scores_gemma":[0.00209512,0.0001474437,0.0001896843,0.00008456586,0.0001936233,0.0001933496,0.0004447692,0.0001853888,0.0004275167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189036,"about_ca_system_score_gemma":0.0005525224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007535514,"about_ca_topic_score_gemma":0.002311939,"domain_scores_codex":[0.9996209,0.0001949792,0.00001586352,0.00003289064,0.00008943135,0.00004597025],"domain_scores_gemma":[0.999325,0.0003233468,0.0001117332,0.00004630764,0.0000878431,0.0001058027],"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":[0.006988312,0.01066689,0.1278669,0.0007146888,0.0001014996,0.001072456,0.0115526,0.004924623,0.1098263,0.0003715519,0.003265081,0.7226492],"study_design_scores_gemma":[0.001051004,0.08146071,0.8230364,0.000330599,0.0002418344,0.004670411,0.006662043,0.02464445,0.03932404,0.0006788622,0.01766701,0.0002325798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971372,0.00008698834,0.002017882,0.0000451905,0.000006676593,0.00003277095,0.00001930744,0.00002584649,0.0006282183],"genre_scores_gemma":[0.9899668,0.0002169085,0.008651259,0.00004543649,0.00001416898,0.00008938537,0.0000386795,0.000006462495,0.0009709619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002889438,"threshold_uncertainty_score":0.009666085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08137245757759749,"score_gpt":0.3502541013439571,"score_spread":0.2688816437663596,"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."}}