{"id":"W4214841764","doi":"10.2196/36906","title":"Confocal Microscopy and its Role in Teledermatology: Diagnosis of Basal Cell Carcinoma in a Clinical Setting","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Teledermatology; Medicine; Medical diagnosis; Basal cell carcinoma; Dermatoscopy; Medical physics; Telemedicine; Dermatology; Pathology; Radiology; Basal cell; Health care; Melanoma","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004836052,0.000131711,0.0005257062,0.0001857567,0.00006535024,0.00000571418,0.00009393118,0.00007630463,0.00005217801],"category_scores_gemma":[0.0001857561,0.0001387878,0.00005194993,0.0002764845,0.0001017705,0.00005536518,0.0002917938,0.0004623142,0.000002411414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009684594,"about_ca_system_score_gemma":0.00009623746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001458044,"about_ca_topic_score_gemma":0.00002759172,"domain_scores_codex":[0.9986113,0.00003104465,0.0005597739,0.0003338982,0.000179775,0.0002841856],"domain_scores_gemma":[0.9994417,0.0002278799,0.0001460048,0.00006906105,0.00004844043,0.0000669147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002228857,0.0001922684,0.9928831,0.0002225257,0.00001011165,0.00008618263,0.002576531,6.076461e-7,0.00200303,0.00003908422,0.00121367,0.0005499744],"study_design_scores_gemma":[0.003337829,0.0004325817,0.9589409,0.00007334279,0.00002759628,0.00008071562,0.004338618,0.0003279086,0.03098545,0.00006075309,0.001265574,0.0001287816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934523,0.002917562,2.424077e-7,0.001446684,0.0001091725,0.000324754,0.00001205242,0.00001088345,0.001726321],"genre_scores_gemma":[0.998734,0.0001098889,0.0002027886,0.0006782128,0.00005429321,0.0001677024,0.000002330481,0.00001961193,0.00003116542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03394228,"threshold_uncertainty_score":0.5659603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0173708479133405,"score_gpt":0.3089835510464269,"score_spread":0.2916127031330864,"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."}}