{"id":"W4224228033","doi":"10.1109/vrw55335.2022.00093","title":"Design requirements to improve laparoscopy via XR","year":2022,"lang":"en","type":"article","venue":"2022 IEEE Conference on Virtual Reality and 3D User Interfaces Abstracts and Workshops (VRW)","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Laparoscopy; Medicine; Surgery","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":[0.006264406,0.001960431,0.0007647306,0.0009485866,0.0005696285,0.002437512,0.002254375,0.001633723,0.008015079],"category_scores_gemma":[0.02002425,0.001113434,0.00117062,0.0003776462,0.0006583165,0.003085494,0.001565164,0.001018192,0.003482493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006191319,"about_ca_system_score_gemma":0.001102733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001470407,"about_ca_topic_score_gemma":0.001553013,"domain_scores_codex":[0.9920813,0.003160169,0.000973577,0.0005908333,0.002608235,0.0005858782],"domain_scores_gemma":[0.9870423,0.004365209,0.001440312,0.001618474,0.005230566,0.000303171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001119583,0.0006230873,0.009957517,0.006798532,0.000231385,0.001571379,0.004520074,0.1013586,0.3147301,0.05228365,0.01088367,0.4959225],"study_design_scores_gemma":[0.0006423985,0.005075419,0.0154977,0.001766808,0.001034798,0.004004704,0.003050118,0.4941167,0.2188623,0.0247141,0.2308773,0.0003576762],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02552029,0.0003683323,0.9595411,0.000645193,0.00007295425,0.0009118538,0.0001518004,0.002171504,0.01061699],"genre_scores_gemma":[0.1707684,0.0004426806,0.81674,0.0002896384,0.00003715278,0.001356507,0.0004185755,0.0007830409,0.009164175],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008015079,"threshold_uncertainty_score":0.03312975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06107651651935116,"score_gpt":0.3109146072366149,"score_spread":0.2498380907172637,"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."}}