{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002660575,0.0004125937,0.0001832355,0.0008405801,0.000127359,0.0003695479,0.000332173,0.0004295189,0.0009877072],"category_scores_gemma":[0.002334436,0.0001496279,0.0001896125,0.0004253606,0.0001501453,0.0003339865,0.0002784339,0.000342414,0.0003289547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003435256,"about_ca_system_score_gemma":0.0003258904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004232842,"about_ca_topic_score_gemma":0.005064475,"domain_scores_codex":[0.9998325,0.00002154307,0.00001052175,0.00004672375,0.00006115351,0.00002756381],"domain_scores_gemma":[0.9994627,0.0002236838,0.00008439578,0.00003844784,0.000151869,0.00003892458],"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":[0.001412679,0.0002016513,0.01888355,0.0005804158,0.00004870171,0.001180237,0.0003397323,0.03950152,0.2679029,0.0005855041,0.003730804,0.6656322],"study_design_scores_gemma":[0.00004807866,0.0007556608,0.09699276,0.0002017109,0.00006377715,0.002384492,0.0005114349,0.6905123,0.2006661,0.001078384,0.006703159,0.00008215322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8404576,0.001567306,0.1514903,0.0002793907,0.0001978533,0.0002111888,0.001501298,0.001319188,0.002975849],"genre_scores_gemma":[0.916497,0.0008118532,0.07887885,0.00006649311,0.00004172469,0.00006541468,0.001376604,0.00007826685,0.002183814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004232842,"threshold_uncertainty_score":0.008416414,"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."}}