{"id":"W3134999184","doi":"10.1111/jocd.14054","title":"The importance of palpation in the skin cancer screening examination","year":2021,"lang":"en","type":"article","venue":"Journal of Cosmetic Dermatology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Palpation; Medicine; Biopsy; Skin cancer; Dermatology; Physical examination; Skin biopsy; Scars; Cancer; Perineural invasion; Surgery; Radiology; Internal medicine","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":[0.0005622476,0.00006348023,0.0002831042,0.00007444783,0.000057025,0.000007690522,0.0001061875,0.00004075028,0.00002079382],"category_scores_gemma":[0.0003402563,0.00003581773,0.0000690318,0.0002629132,0.0001001844,0.00004675231,0.00002909903,0.0002080087,5.513768e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004557232,"about_ca_system_score_gemma":0.0001659388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000580454,"about_ca_topic_score_gemma":0.0002583905,"domain_scores_codex":[0.9987531,0.0002467005,0.000533517,0.00006416833,0.0002789564,0.0001236099],"domain_scores_gemma":[0.9984586,0.0005819979,0.0004622263,0.0001447124,0.0003331674,0.00001930836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000106606,0.00007674421,0.9386271,0.00006887814,0.0001474805,0.0005860649,0.001746813,0.00002814605,0.0003963374,0.0008623237,0.002685073,0.05466839],"study_design_scores_gemma":[0.0009666333,0.00006408911,0.9840458,0.0001373222,0.00009130129,0.00363633,0.001961517,0.00009555402,0.003899918,0.0007351362,0.004330067,0.00003634296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640037,0.01270902,0.001201246,0.0206313,0.0002746827,0.0001043869,9.456698e-7,0.000001428711,0.001073249],"genre_scores_gemma":[0.997148,0.001509487,0.0006694198,0.0005395709,0.00008712046,0.000009121253,8.237431e-7,0.000005500924,0.000030954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05463205,"threshold_uncertainty_score":0.1460605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02356522920023018,"score_gpt":0.3246414069687893,"score_spread":0.3010761777685592,"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."}}