{"id":"W4410853700","doi":"10.1007/978-3-031-85967-0_13","title":"Sarcoid","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Sarcoidosis and Beryllium Toxicity Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Vancouver General Hospital","funders":"","keywords":"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":[0.0002459947,0.0005026775,0.0003741161,0.0007064961,0.0009113663,0.002144129,0.0004452999,0.001170431,0.2341952],"category_scores_gemma":[0.0006609453,0.0002193339,0.0002999759,0.0004438833,0.0005468026,0.001186937,0.000989484,0.001754701,0.1248881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005969839,"about_ca_system_score_gemma":0.0004599701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001146861,"about_ca_topic_score_gemma":0.002858957,"domain_scores_codex":[0.9998001,0.00003207053,0.00001108497,0.00004802494,0.0000775091,0.00003122742],"domain_scores_gemma":[0.9998134,0.00004906994,0.00001451885,0.00003393528,0.00005171286,0.00003732275],"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":[0.00005996789,0.00006705934,0.0004506664,0.0002427986,0.000008087554,0.001322085,0.0002455493,0.0001292218,0.00239898,0.05505297,0.6693426,0.2706801],"study_design_scores_gemma":[0.000004300422,0.00001001208,0.0002128013,0.00006229061,0.000002008326,0.001700651,0.00003969853,0.00002826103,0.0001884896,0.003216967,0.9945322,0.000002250076],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007267439,0.01043174,0.001242921,0.002830192,0.003248283,0.00004019467,0.0001708861,0.0001656992,0.9811432],"genre_scores_gemma":[0.003703566,0.002878741,0.0003803214,0.001529757,0.000781871,0.00001488257,0.0001108418,0.00003499292,0.9905651],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2341952,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03941897012662879,"score_gpt":0.3216205641527759,"score_spread":0.2822015940261471,"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."}}