{"id":"W3197680494","doi":"10.36849/jdd.6229","title":"US Cutaneous Oncodermatology Management (USCOM): A Practical Algorithm","year":2021,"lang":"en","type":"article","venue":"Journal of Drugs in Dermatology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Intestinal Research; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Algorithm","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":[0.0001606169,0.0001926959,0.0009867008,0.0003402986,0.00004687181,0.00001322063,0.0001324193,0.000176583,0.0001478409],"category_scores_gemma":[0.0001689075,0.000173213,0.0001777639,0.0003185344,0.0001707473,0.0001023377,0.0001845602,0.0007069318,0.00004520458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002323691,"about_ca_system_score_gemma":0.0003825946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004756676,"about_ca_topic_score_gemma":0.00001999659,"domain_scores_codex":[0.9977961,0.0002296157,0.0009488629,0.0002310862,0.0003708947,0.0004234187],"domain_scores_gemma":[0.9985417,0.0003647969,0.0003970619,0.0002884799,0.0002558457,0.0001521849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0006734583,0.001457221,0.3210487,0.0005571839,0.001566294,0.5983098,0.001477052,0.00001711189,0.0001027203,0.002620969,0.04082549,0.03134407],"study_design_scores_gemma":[0.004901577,0.0002049145,0.03464625,0.0002855338,0.0003643071,0.8577557,0.002069002,0.0003152387,0.002516114,0.001434955,0.09528441,0.0002220136],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8508019,0.008377456,0.004957988,0.0928876,0.003235082,0.0004418448,0.000006440006,0.00004039181,0.03925128],"genre_scores_gemma":[0.8982509,0.002010665,0.09536781,0.003743183,0.0002218814,0.00001203442,0.000003451261,0.00003466559,0.0003553501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2864024,"threshold_uncertainty_score":0.706342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303212535511401,"score_gpt":0.3218113085255411,"score_spread":0.3087791831704271,"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."}}