{"id":"W2944526528","doi":"10.5489/cuaj.6046","title":"Ensuring a future for robotic surgery in Canada","year":2019,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Robotic surgery; Medicine; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004787286,0.0004149614,0.0004774734,0.001282389,0.01223541,0.008945531,0.002557204,0.006239464,0.03227946],"category_scores_gemma":[0.01305855,0.0005127193,0.0009839432,0.001723056,0.004123136,0.00285269,0.004075865,0.009259834,0.001705756],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1241218,"about_ca_system_score_gemma":0.5323341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9883179,"about_ca_topic_score_gemma":0.995945,"domain_scores_codex":[0.9901064,0.0007569214,0.0002368645,0.0004478185,0.003709694,0.004742339],"domain_scores_gemma":[0.9510198,0.001276058,0.0009614631,0.0003224526,0.01368254,0.03273763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001609599,0.0001611805,0.02125999,0.0006018698,0.00007796178,0.0009487718,0.002479082,0.001738458,0.0008399077,0.06499518,0.8197042,0.08703255],"study_design_scores_gemma":[0.00008396763,0.0001024207,0.06316547,0.001154813,0.00004094805,0.0004797763,0.008058145,0.00176847,0.0003264409,0.009766284,0.9148976,0.0001557582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01838929,0.008645441,0.001075504,0.8776934,0.006201946,0.0000806238,0.0009479854,0.0001651782,0.08680061],"genre_scores_gemma":[0.5963448,0.03259823,0.009204044,0.2317851,0.003649986,0.0001411058,0.001652514,0.0003489473,0.1242754],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8758782,"threshold_uncertainty_score":0.9005711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172139216630062,"score_gpt":0.2189136586353837,"score_spread":0.2016997369723775,"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."}}