{"id":"W4362486902","doi":"10.1117/12.2654234","title":"Cautery tool state detection using deep learning on intraoperative surgery videos","year":2023,"lang":"en","type":"article","venue":"","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Margin (machine learning); Artificial intelligence; Deep learning; Computer science; Receiver operating characteristic; Machine learning","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":[0.0003418592,0.0007865079,0.0002811229,0.0005772854,0.0001799968,0.0004224519,0.0006503441,0.0005814354,0.001006458],"category_scores_gemma":[0.00174065,0.0002322238,0.0003929092,0.0003145993,0.000215248,0.0004432778,0.0004980467,0.0009463085,0.0004167918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006342629,"about_ca_system_score_gemma":0.000538714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01077506,"about_ca_topic_score_gemma":0.01100168,"domain_scores_codex":[0.9997972,0.00002204312,0.00001085693,0.00006731108,0.00004393872,0.00005869135],"domain_scores_gemma":[0.9995764,0.0001740567,0.0000497068,0.0000390465,0.0001259125,0.0000348328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008729828,0.0005416017,0.02129235,0.0001936426,0.00009725925,0.000687931,0.0001792056,0.2588188,0.03475112,0.0005690522,0.007051732,0.6749442],"study_design_scores_gemma":[0.00001038738,0.0001365862,0.003984,0.00002374107,0.00001609186,0.0000677696,0.00003997064,0.983151,0.01146963,0.0004180242,0.0006723634,0.0000104582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7988715,0.001240385,0.1898811,0.0005502905,0.0002699516,0.0001938886,0.001822915,0.003600588,0.003569433],"genre_scores_gemma":[0.9617283,0.0002877972,0.03339146,0.0001369639,0.00003257714,0.00007614573,0.001969107,0.00004029679,0.002337305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01077506,"threshold_uncertainty_score":0.02142471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0405702645895451,"score_gpt":0.2990861333558216,"score_spread":0.2585158687662765,"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."}}