{"id":"W4249802227","doi":"10.1007/978-0-387-39940-9_2202","title":"Clinical Test","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Test (biology); Computer science; Geology; Paleontology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004456067,0.0004037709,0.001577597,0.0001331365,0.00003222008,0.00001001572,0.0001983989,0.000637845,0.0005402638],"category_scores_gemma":[0.002454952,0.0003157555,0.0003591858,0.00004197152,0.0001832502,0.0000497517,0.00009856173,0.0006629222,0.0006709272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002573998,"about_ca_system_score_gemma":0.0002767536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003158113,"about_ca_topic_score_gemma":0.000006361324,"domain_scores_codex":[0.9970986,0.00003256489,0.001497608,0.0005447222,0.0005471502,0.0002793518],"domain_scores_gemma":[0.996511,0.001343159,0.0005334732,0.001024449,0.0002074022,0.0003804454],"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":[0.0001973768,0.001513623,0.01983964,0.003645354,0.0003482104,0.00258469,0.00003750616,0.000001412483,0.000009450245,0.1375769,0.8013189,0.03292689],"study_design_scores_gemma":[0.0008850214,0.0009016108,0.0008586496,0.002672887,0.0003934586,0.0001050252,0.00001656915,0.00002120593,0.0000013341,0.0004644801,0.9933473,0.0003324789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000109828,0.007504328,0.0001132327,0.0001560609,0.0008472858,0.0009375293,0.001390124,0.00008694627,0.9888546],"genre_scores_gemma":[0.003019316,0.03997767,0.001514764,0.0005422297,0.002095426,0.00002335599,0.003009356,0.0001155795,0.9497023],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1920283,"threshold_uncertainty_score":0.9999294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03858704652810725,"score_gpt":0.3187889127468887,"score_spread":0.2802018662187815,"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."}}