{"id":"W4391277253","doi":"10.54097/ejest955","title":"Molecular Pathogenesis and Histological Variability of Dermatofibrosarcoma Protuberans","year":2023,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Dermatofibrosarcoma protuberans; Pathogenesis; Pathology; 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":[0.0002422382,0.00008860911,0.0002195279,0.0005580167,0.00003738405,0.000005327142,0.00007162352,0.00009146771,0.00000110578],"category_scores_gemma":[0.0001709873,0.00006599442,0.00001516686,0.001283528,0.0005035265,0.00003194762,0.00008027022,0.00006624369,0.000003223615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003199149,"about_ca_system_score_gemma":0.00003153555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005215328,"about_ca_topic_score_gemma":5.365055e-7,"domain_scores_codex":[0.9992229,0.000007527748,0.0001538371,0.0002809417,0.0001223104,0.0002125336],"domain_scores_gemma":[0.999631,0.00006166926,0.00001999556,0.0001969283,0.00003410989,0.00005624343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001153289,0.0001992286,0.4100972,0.0001335821,0.0000161703,0.0005280068,0.0001250251,0.00008863401,0.428051,0.1547868,0.000008616767,0.005954151],"study_design_scores_gemma":[0.001026732,0.0002476728,0.7209268,0.0001383541,0.00003664113,0.0004117551,0.0000509958,0.007481756,0.2665199,0.001772516,0.001197286,0.0001896487],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996681,0.0005077354,0.0001128085,0.002268993,0.00003558354,0.0002004494,0.000002202851,0.0001487043,0.000042528],"genre_scores_gemma":[0.9967736,0.000173254,0.002970814,0.000008590604,0.000003204484,0.0000623442,7.961842e-7,0.000004990845,0.000002387054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3108295,"threshold_uncertainty_score":0.2691174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008821597588045989,"score_gpt":0.2387552712547023,"score_spread":0.2299336736666563,"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."}}