{"id":"W4406640736","doi":"10.1016/b978-1-4557-5116-7.00139-1","title":"10.1016/b978-1-4557-5116-7.00139-1","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":[0.0002081414,0.0006794999,0.00121507,0.000468518,0.0000676233,0.00003902411,0.0001781882,0.0006219448,0.9990823],"category_scores_gemma":[0.00007472555,0.0006697685,0.0004727214,0.00007684212,0.0001040447,0.00005531313,0.0001256729,0.0006706011,0.997261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002742588,"about_ca_system_score_gemma":0.0003415568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002926795,"about_ca_topic_score_gemma":5.34501e-7,"domain_scores_codex":[0.9970616,0.00001269033,0.0007959979,0.0007994607,0.0008268639,0.000503454],"domain_scores_gemma":[0.9974139,0.00009026946,0.0002609574,0.00139029,0.0001973995,0.0006472272],"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":[0.000278754,0.00006850891,3.529027e-8,0.0001436201,0.0002689023,0.004218654,0.00000994878,9.587809e-7,0.00001943864,0.00005802505,0.3209879,0.6739452],"study_design_scores_gemma":[0.0005381854,0.000364374,0.000001921827,0.0008290366,0.0005179431,0.004522088,3.146768e-7,0.000008531889,0.00005192412,0.0001342872,0.992403,0.0006284474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000368955,0.0008483246,4.494415e-7,0.0003508077,0.000007760129,0.001064224,0.00009074564,0.0004554089,0.9971786],"genre_scores_gemma":[0.000002147088,0.000003084797,0.0001476239,0.00014526,0.0008483164,0.00003758923,0.0003064861,0.0003052799,0.9982042],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6733168,"threshold_uncertainty_score":0.9995754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199110984298378,"score_gpt":0.2057707059927104,"score_spread":0.1937795961497266,"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."}}