{"id":"W4220974935","doi":"10.1117/12.2611837","title":"Phase recognition and cautery localization in basal cell carcinoma surgical videos","year":2022,"lang":"en","type":"article","venue":"","topic":"Hedgehog Signaling Pathway Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Artificial intelligence; Computer science; Convolutional neural network; Computer vision; Basal cell carcinoma; Intersection (aeronautics); Deep learning; Pattern recognition (psychology); Medicine; Basal cell; Pathology; Cartography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001573685,0.00007513715,0.00007826976,0.00004400406,0.0000873597,0.0000080382,0.0000404537,0.00003852494,0.00008890938],"category_scores_gemma":[0.00001791954,0.00007823509,0.00002233109,0.00007775732,0.00002784266,0.000001856407,0.0001285378,0.00005948545,0.00000377809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001514178,"about_ca_system_score_gemma":0.000027313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006046671,"about_ca_topic_score_gemma":0.0000365622,"domain_scores_codex":[0.9993553,0.00009237121,0.0001294678,0.0002251645,0.00007594433,0.0001218136],"domain_scores_gemma":[0.9998239,0.00001372477,0.00002409683,0.00008304558,0.00002263915,0.00003260194],"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":[0.0009857371,0.001980881,0.05255349,0.0001318701,0.0000447157,0.0004265296,0.001339149,0.001033145,0.9082043,0.00003266535,0.01543402,0.01783348],"study_design_scores_gemma":[0.01022696,0.002414897,0.001306816,0.000008556429,0.00002702952,0.00008336121,0.001698998,0.005068537,0.9086396,0.0002425109,0.0696576,0.0006251966],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972703,0.0004443007,0.0009257247,0.00007496529,0.00006389677,0.0001098188,0.00003573575,0.000007680409,0.001067565],"genre_scores_gemma":[0.9989504,0.00003480493,0.00007410885,0.0002925929,0.00006060914,0.00004192757,0.0002879056,0.000009992354,0.0002476495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05422359,"threshold_uncertainty_score":0.3190334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02522700382281486,"score_gpt":0.2527749992032839,"score_spread":0.2275479953804691,"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."}}