{"id":"W4406644918","doi":"10.1016/b978-84-8086-959-1.00335-7","title":"10.1016/b978-84-8086-959-1.00335-7","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Philosophy","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":[0.0001476162,0.0005585742,0.0008657618,0.0003537732,0.00008259725,0.00004542886,0.000269165,0.0003564604,0.9988887],"category_scores_gemma":[0.00002290625,0.0005366328,0.0003148192,0.00005504444,0.0000805212,0.00004889714,0.0001894841,0.0004286835,0.9969574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001765803,"about_ca_system_score_gemma":0.000075706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002944465,"about_ca_topic_score_gemma":7.110729e-7,"domain_scores_codex":[0.9977582,0.00001283252,0.0004962649,0.0006768382,0.0005925078,0.0004633781],"domain_scores_gemma":[0.998475,0.00005272709,0.0001481435,0.0008267882,0.00008068189,0.0004166541],"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":[0.00008304308,0.00005511741,2.844276e-8,0.00005160411,0.0001697664,0.0001925257,0.000005683704,0.000001752586,0.000001465268,0.0002787038,0.5597353,0.439425],"study_design_scores_gemma":[0.0007252556,0.0006232401,0.00001409225,0.000763983,0.0005419727,0.00003828825,7.036702e-7,0.000006675893,0.00001034335,0.0001748968,0.9965739,0.0005266934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001197218,0.0007372772,0.000001549068,0.001021577,0.000008965721,0.001208893,0.00009425426,0.0002305424,0.9966958],"genre_scores_gemma":[0.000003339082,0.00002020847,0.0001067297,0.0007022384,0.000725742,0.000075158,0.0004124691,0.0001855166,0.9977686],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4388983,"threshold_uncertainty_score":0.9997085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160935956049332,"score_gpt":0.1985589693875154,"score_spread":0.1869496098270221,"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."}}