{"id":"W4406666381","doi":"10.1016/b978-0-323-06519-1.00130-x","title":"10.1016/b978-0-323-06519-1.00130-x","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":"Computer 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":[0.0002144179,0.0004788975,0.000949213,0.0002365309,0.0001070341,0.00001413939,0.0001867091,0.0004391315,0.9959595],"category_scores_gemma":[0.0001405211,0.0004090733,0.0002334666,0.0000447976,0.0003107683,0.00002291025,0.0001150452,0.0007976246,0.9959114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006016995,"about_ca_system_score_gemma":0.0001030939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006977875,"about_ca_topic_score_gemma":1.233505e-7,"domain_scores_codex":[0.9981238,0.00002337342,0.0004144049,0.0005712778,0.0004386687,0.0004284492],"domain_scores_gemma":[0.9986047,0.0001271496,0.00009633445,0.0006218152,0.0001122898,0.0004376955],"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":[0.0001179845,0.00002735896,8.109567e-8,0.00004805923,0.0001737767,0.0003800278,0.00001826385,2.444727e-7,0.000003604715,0.00002099461,0.5544595,0.4447502],"study_design_scores_gemma":[0.0005559309,0.0003791985,0.000005664266,0.000564836,0.000472031,0.000244302,5.972592e-7,0.000005820644,0.000005636304,0.0002085672,0.9971792,0.000378189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.590331e-7,0.001749316,0.000001051794,0.002595225,0.00001049791,0.0004114898,0.00006227408,0.0002627528,0.9949064],"genre_scores_gemma":[9.494952e-7,0.000008519894,0.0001806014,0.0008175469,0.000927127,0.00002423243,0.0001781555,0.0001085177,0.9977543],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.444372,"threshold_uncertainty_score":0.9998361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693419976986633,"score_gpt":0.2186828164851682,"score_spread":0.2017486167153019,"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."}}