{"id":"W4391635998","doi":"10.1007/978-3-031-44316-9_16","title":"Benign Skin Tumors","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Cancer and Skin Lesions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Dermatology","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":[0.0001047492,0.0005569237,0.0003616557,0.001081108,0.0007332119,0.0012001,0.0004847488,0.0006476,0.07756077],"category_scores_gemma":[0.0003637002,0.0002373215,0.0002871184,0.0006326697,0.0005073323,0.0008385786,0.0009168958,0.00131948,0.03602448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004541639,"about_ca_system_score_gemma":0.0005666224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001465384,"about_ca_topic_score_gemma":0.00738512,"domain_scores_codex":[0.9998889,0.00001440656,0.000004182214,0.00001461623,0.00006039617,0.00001741056],"domain_scores_gemma":[0.9999099,0.00003091673,0.000005382995,0.0000103822,0.00002400284,0.00001954384],"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":[0.00002409468,0.00007241288,0.0002624331,0.0003463496,0.000005575601,0.0009347029,0.0002672166,0.0003196138,0.00196782,0.03926901,0.6251926,0.3313382],"study_design_scores_gemma":[0.000001287561,0.000009577777,0.0002448547,0.00009658224,0.000002125888,0.001382696,0.00003744502,0.00003515165,0.0001497929,0.003176016,0.9948621,0.000002164632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007829265,0.02788744,0.001168948,0.0009950623,0.002220914,0.00004175466,0.0001118098,0.0001049879,0.9666862],"genre_scores_gemma":[0.003540142,0.0156684,0.0008409595,0.001045444,0.0008306106,0.00001935306,0.00009890518,0.00004367243,0.9779125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07756077,"threshold_uncertainty_score":0.2594666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03704208498400553,"score_gpt":0.2830914384713211,"score_spread":0.2460493534873155,"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."}}