{"id":"W4406638618","doi":"10.1016/b978-0-7506-3993-4.50237-5","title":"10.1016/b978-0-7506-3993-4.50237-5","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Medical Imaging and Pathology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Materials science","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":[0.0002262534,0.000472763,0.000935597,0.0002363431,0.0001075046,0.0000142063,0.0001867434,0.0004284796,0.9960515],"category_scores_gemma":[0.0001483172,0.0004044651,0.000235396,0.00004355969,0.0003280385,0.00002265986,0.0001131392,0.0007859572,0.9959416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006017561,"about_ca_system_score_gemma":0.0001061151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009599902,"about_ca_topic_score_gemma":2.132564e-7,"domain_scores_codex":[0.9981278,0.00002385199,0.0004113992,0.0005772734,0.0004375276,0.0004221891],"domain_scores_gemma":[0.9986046,0.000129426,0.00009574745,0.0006315241,0.0001102653,0.0004284151],"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":[0.0001284587,0.00002835471,1.121605e-7,0.0000433191,0.0001805335,0.0004136867,0.00002128778,1.917745e-7,0.000003475912,0.00002718133,0.2963543,0.7027991],"study_design_scores_gemma":[0.0005393418,0.0003877483,0.000006837146,0.0005570691,0.0004705401,0.000244844,6.350948e-7,0.000003608458,0.000005329336,0.0001947324,0.9972151,0.0003741976],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001113018,0.001733566,9.025241e-7,0.002812828,0.00001219647,0.0004039594,0.00006820803,0.0002646649,0.9947026],"genre_scores_gemma":[7.327608e-7,0.00000167016,0.0001653379,0.0007827269,0.0009199588,0.00002388278,0.0001718866,0.0001065151,0.9978273],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7024249,"threshold_uncertainty_score":0.9998407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01748329752952106,"score_gpt":0.2201298828253723,"score_spread":0.2026465852958512,"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."}}