{"id":"W2129789591","doi":"10.1002/lary.22153","title":"Augmented image guidance improves skull base navigation and reduces task workload in trainees: A preclinical trial","year":2011,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto; Princess Margaret Cancer Centre; University Health Network","funders":"University of Toronto","keywords":"Augmented reality; Workload; Cadaver; Computer vision; Task (project management); Artificial intelligence; Endoscopy; Skull; Virtual image; Medicine; Computer science; Surgery; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002395667,0.00100194,0.0009972493,0.0002336107,0.0003174773,0.0006050273,0.00107528,0.001026236,0.003269408],"category_scores_gemma":[0.003870674,0.0003776374,0.0005396336,0.0002096877,0.0009438561,0.0007220746,0.0005406904,0.001401296,0.0004412912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003012088,"about_ca_system_score_gemma":0.0008030801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003684453,"about_ca_topic_score_gemma":0.0005294088,"domain_scores_codex":[0.9986707,0.0007197171,0.0001028306,0.000159084,0.0001836092,0.0001641396],"domain_scores_gemma":[0.9977349,0.0007658767,0.0004578912,0.0002728546,0.0002682864,0.0005001121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4912105,0.3226664,0.009445253,0.001244396,0.0007490346,0.0002417415,0.000751117,0.0012685,0.061729,0.0001497989,0.0006725996,0.1098717],"study_design_scores_gemma":[0.01675062,0.9719077,0.005256435,0.00001792486,0.0001382696,0.0000590299,0.00005312172,0.0004031377,0.005042757,0.00002447331,0.0003357076,0.00001094106],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988016,0.000142596,0.0002804969,0.00003904468,0.00002987342,0.0004529204,0.00003566567,0.00001200966,0.0002059101],"genre_scores_gemma":[0.9955088,0.0004383331,0.00212643,0.0001028929,0.0001572514,0.000961989,0.0001538114,0.000008194654,0.0005423526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003269408,"threshold_uncertainty_score":0.01266968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06573947161797652,"score_gpt":0.3375113222357444,"score_spread":0.2717718506177679,"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."}}