{"id":"W4408893471","doi":"10.1007/978-3-031-65292-9_5","title":"Primary Cutaneous Lymphomas: Classification","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Cutaneous lymphoproliferative disorders research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Primary (astronomy); Dermatology; Medicine; Physics; Astronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003374323,0.0006040939,0.0005299975,0.001992807,0.000375449,0.001724687,0.0007942375,0.0005831153,0.03016382],"category_scores_gemma":[0.0006445094,0.0002307746,0.0002917273,0.001377773,0.0006003486,0.001560487,0.0009022893,0.001693277,0.0181683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000929663,"about_ca_system_score_gemma":0.0007681897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001588724,"about_ca_topic_score_gemma":0.004277435,"domain_scores_codex":[0.9997795,0.00003650098,0.00001898889,0.00003382392,0.00009431703,0.00003699773],"domain_scores_gemma":[0.9997885,0.00006155987,0.00001877178,0.00001858377,0.00007807089,0.00003447109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002682823,0.0000621002,0.0005755319,0.0003843669,0.000006191744,0.000356749,0.0002431192,0.0005133665,0.001197118,0.03456039,0.4928965,0.4691776],"study_design_scores_gemma":[0.000004035851,0.00002184254,0.001014763,0.0003234762,0.00000530187,0.0023804,0.0001183033,0.00018766,0.0001463767,0.01351922,0.9822724,0.000006292632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004036658,0.2316623,0.0173942,0.006676168,0.0112896,0.0002416059,0.0009158067,0.00056671,0.7272168],"genre_scores_gemma":[0.01788171,0.1171449,0.0124548,0.004268254,0.00728653,0.0001631242,0.00188562,0.0002517342,0.8386634],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03016382,"threshold_uncertainty_score":0.100908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106959070989966,"score_gpt":0.2973546734641894,"score_spread":0.2662850827542897,"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."}}