{"id":"W4395041533","doi":"10.1007/978-3-031-40658-4_5","title":"Classification and Disease Subsets in Clinical Practice","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Disease; Clinical Practice; Medicine; Pathology; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001854109,0.0005738818,0.0006234709,0.001759751,0.0003975504,0.002805052,0.0006915751,0.0007022166,0.01175466],"category_scores_gemma":[0.005088735,0.0002590676,0.0003403875,0.0022542,0.001139681,0.002661949,0.0009772782,0.001770212,0.004828867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127094,"about_ca_system_score_gemma":0.001059608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001705093,"about_ca_topic_score_gemma":0.002785577,"domain_scores_codex":[0.9992189,0.0003541032,0.00007596959,0.00007243485,0.0002353681,0.00004309718],"domain_scores_gemma":[0.99832,0.001196932,0.00007164425,0.00007656107,0.0002618355,0.00007298015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003990359,0.00003822654,0.001770918,0.0002704268,0.00001730125,0.0001045358,0.0006251515,0.001342803,0.0003092965,0.1844745,0.2142181,0.5967888],"study_design_scores_gemma":[0.00001431821,0.00006060368,0.003585216,0.0007806903,0.00002183841,0.001218908,0.0007641359,0.004409996,0.0002318701,0.4134794,0.5754063,0.00002690888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01053141,0.1670662,0.1508937,0.04494841,0.01189568,0.0003819448,0.001875927,0.000851315,0.6115555],"genre_scores_gemma":[0.1376835,0.1270487,0.1922306,0.0146957,0.01325071,0.000929556,0.003875099,0.0006660331,0.5096201],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01175466,"threshold_uncertainty_score":0.03932327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0802004235640586,"score_gpt":0.3687656733483254,"score_spread":0.2885652497842668,"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."}}