{"id":"W4406649738","doi":"10.1016/b978-1-4557-4696-5.00198-6","title":"10.1016/b978-1-4557-4696-5.00198-6","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Tumors and Oncological Cases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Differential (mechanical device); Differential diagnosis; Medicine; Physics; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001065515,0.0004595325,0.0008761941,0.0001843917,0.00006682619,0.00002710886,0.0001898414,0.0004657469,0.9992679],"category_scores_gemma":[0.00006191256,0.0003708322,0.0003155156,0.00004808647,0.00009612555,0.00003210018,0.0001012345,0.0005406159,0.9961544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001457664,"about_ca_system_score_gemma":0.0001303983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001198331,"about_ca_topic_score_gemma":2.543981e-7,"domain_scores_codex":[0.9982492,0.00001404894,0.0004120744,0.0005281283,0.0004133352,0.0003831555],"domain_scores_gemma":[0.9986713,0.0001112754,0.0001101489,0.0005418099,0.00009799507,0.0004674986],"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":[0.0004455951,0.00006101856,3.922433e-8,0.00003476046,0.00003106032,0.001026128,0.000003396156,9.503715e-7,0.000004344608,0.0000774886,0.3327457,0.6655695],"study_design_scores_gemma":[0.0005687631,0.001656138,0.00001642979,0.0002865408,0.0002659133,0.0003146233,2.94354e-7,0.000003634141,0.000009310372,0.0002397477,0.9962155,0.0004231164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003279713,0.0007154929,2.674049e-7,0.0006250574,0.000005310733,0.0006061933,0.0001209452,0.0002368488,0.9976866],"genre_scores_gemma":[0.000004285188,0.000003007278,0.0001208182,0.0005552784,0.001168086,0.00002112343,0.0001991552,0.000107086,0.9978212],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6651464,"threshold_uncertainty_score":0.9998744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01690833473745768,"score_gpt":0.2118923200978941,"score_spread":0.1949839853604364,"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."}}