{"id":"W2521903334","doi":"10.1007/s11701-016-0639-z","title":"Improved transoral surgical tool design by CT measurements of the oral cavity and pharynx","year":2016,"lang":"en","type":"article","venue":"Journal of Robotic Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Cumming School of Medicine, University of Calgary","keywords":"Pharynx; Oral cavity; Medicine; Transoral robotic surgery; Larynx; Intubation; Airway; Nuclear medicine; Dentistry; Surgery","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":[0.002038934,0.001232688,0.000603912,0.001855617,0.0002827446,0.001732319,0.0008788108,0.001163752,0.003604701],"category_scores_gemma":[0.005623174,0.001013611,0.0006855602,0.0009999921,0.000544778,0.00170727,0.0009083993,0.0007244553,0.0008164677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003970955,"about_ca_system_score_gemma":0.0008725558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002732006,"about_ca_topic_score_gemma":0.004962078,"domain_scores_codex":[0.9979189,0.0006002177,0.0002729112,0.0002875751,0.0008026976,0.0001176129],"domain_scores_gemma":[0.9959058,0.001363855,0.0007309366,0.0004682498,0.001421796,0.0001093348],"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":[0.001921542,0.0002284097,0.2492445,0.001240564,0.0002172283,0.001191002,0.0009798344,0.01251446,0.3828923,0.001037018,0.001854076,0.3466792],"study_design_scores_gemma":[0.0001647931,0.002525451,0.6733725,0.0005129075,0.0010004,0.01559857,0.001710218,0.06762145,0.2204384,0.001201429,0.01530972,0.0005441546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7254834,0.006576037,0.253135,0.000395993,0.0003297639,0.0003572316,0.00170166,0.0009259276,0.01109498],"genre_scores_gemma":[0.8786258,0.001118011,0.1177552,0.0001010378,0.00008152032,0.0001281145,0.0003335679,0.0002138603,0.001642901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003604701,"threshold_uncertainty_score":0.01205897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08423093549326717,"score_gpt":0.2980195304139154,"score_spread":0.2137885949206482,"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."}}