{"id":"W2085762373","doi":"10.4021//jmc.v3i4.626","title":"Malignant Transformation in a Typical Epidermal Cutaneous Cyst","year":2012,"lang":"en","type":"article","venue":"Journal of Medical Cases","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Epidermal Cyst; Malignant transformation; Pathology; Basal cell; Differential diagnosis; Dermatology; Pathogenesis","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":[0.0007952551,0.00009787641,0.0004040548,0.0001415733,0.0000265218,0.00000560939,0.00008444939,0.0001189706,0.0005909684],"category_scores_gemma":[0.00116418,0.00006510726,0.000117282,0.0001233161,0.00008919698,0.0001543602,0.00001986811,0.0004367838,0.00002118137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001360157,"about_ca_system_score_gemma":0.0001970816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002182539,"about_ca_topic_score_gemma":0.00002455234,"domain_scores_codex":[0.9979489,0.00007035673,0.0006231969,0.00005736714,0.001017419,0.0002827324],"domain_scores_gemma":[0.9989664,0.0003456044,0.0001414834,0.00007368288,0.0000668682,0.0004059919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.006839566,0.002769116,0.7103928,0.0008795544,0.0004415996,0.09381098,0.008145845,0.00001079166,0.0007041405,0.001819101,0.02593173,0.1482548],"study_design_scores_gemma":[0.006755255,0.002135338,0.3733328,0.002018885,0.0003108214,0.5418331,0.002571045,0.0001695361,0.001757499,0.000122806,0.06871142,0.000281467],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800955,0.004455644,0.0003567469,0.0135651,0.000547274,0.0001000675,0.000003292141,0.000006360233,0.0008700367],"genre_scores_gemma":[0.9969183,0.0006714891,0.0003452906,0.0008816927,0.001147487,0.000002730425,0.000001395722,0.00000928842,0.00002236278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4480221,"threshold_uncertainty_score":0.6470689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03508611235511701,"score_gpt":0.329690012105151,"score_spread":0.294603899750034,"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."}}