{"id":"W4406641334","doi":"10.1016/b978-1-4557-7485-2.00061-8","title":"10.1016/b978-1-4557-7485-2.00061-8","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Case Reports on Hematomas","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":[0.0002064325,0.0006878516,0.001221552,0.0004800943,0.00006812096,0.00003993408,0.0001828401,0.0006410572,0.9992011],"category_scores_gemma":[0.00006915513,0.0006793565,0.0004873909,0.00007779025,0.000107747,0.00005640768,0.0001256538,0.0006699564,0.9973007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002707541,"about_ca_system_score_gemma":0.0003471463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000277649,"about_ca_topic_score_gemma":5.440004e-7,"domain_scores_codex":[0.9970286,0.00001252151,0.0008033871,0.0008075644,0.0008440471,0.0005038999],"domain_scores_gemma":[0.9974219,0.0000869053,0.0002553007,0.001392117,0.0001964282,0.0006473156],"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":[0.0003344975,0.00007900587,3.764228e-8,0.0001589014,0.0003028959,0.004923124,0.00001132749,0.000001064922,0.00002473094,0.00008520433,0.2904483,0.7036309],"study_design_scores_gemma":[0.0005342809,0.0003631289,0.000002128024,0.0008199764,0.0005365984,0.004466582,2.978409e-7,0.00000801883,0.00006073876,0.0001383739,0.9924319,0.0006380069],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002888577,0.0007940318,4.703621e-7,0.0003415965,0.000007705183,0.001080439,0.00009429038,0.0004541303,0.9972245],"genre_scores_gemma":[0.000002486754,0.000002940676,0.0001369799,0.0001434741,0.0008766981,0.0000371258,0.0003184554,0.0003116778,0.9981701],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7029929,"threshold_uncertainty_score":0.9995658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170125563292007,"score_gpt":0.2050402801396009,"score_spread":0.1933390245066809,"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."}}