{"id":"W4406641351","doi":"10.1016/b978-1-4557-7485-2.00150-8","title":"10.1016/b978-1-4557-7485-2.00150-8","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":[0.0002124373,0.0006814198,0.001217602,0.0004743573,0.00006696451,0.00003932912,0.0001810077,0.0006336993,0.9991171],"category_scores_gemma":[0.00007555498,0.0006723714,0.0004739039,0.00007782417,0.0001062695,0.00005591219,0.000129521,0.000667769,0.9971117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002725713,"about_ca_system_score_gemma":0.0003516445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002293576,"about_ca_topic_score_gemma":4.080267e-7,"domain_scores_codex":[0.99704,0.00001243591,0.0007952111,0.0008015626,0.0008462108,0.0005045374],"domain_scores_gemma":[0.9974014,0.000085315,0.0002545091,0.001392252,0.0002029446,0.0006636046],"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":[0.0003171443,0.00007627944,4.334315e-8,0.0001513882,0.000291789,0.004850013,0.00001068897,9.815916e-7,0.00002295519,0.00006880189,0.3137647,0.6804452],"study_design_scores_gemma":[0.0005461957,0.000323192,0.000002422833,0.0008061759,0.0005402377,0.004625624,2.980484e-7,0.000008328915,0.00005371953,0.0001475467,0.9923144,0.0006318386],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003197229,0.0009046378,4.695298e-7,0.0003494122,0.000007511141,0.001033947,0.00009124335,0.0004482353,0.9971613],"genre_scores_gemma":[0.000001874374,0.000003033204,0.0001485285,0.000143275,0.0008596085,0.00003627364,0.0003134323,0.0003072504,0.9981867],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6798134,"threshold_uncertainty_score":0.9995728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232348194096029,"score_gpt":0.2070680892191808,"score_spread":0.1947446072782205,"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."}}