{"id":"W2412110415","doi":"10.1016/s1069-5648(14)60032-0","title":"10.1016/s1069-5648(14)60032-0","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coding (social sciences); Code (set theory); Diagnosis code; Computer science; Test (biology); Sign (mathematics); Medicine; Programming language; Mathematics; Statistics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009172181,0.0001246623,0.0002179201,0.00009281846,0.0006430754,0.000009222914,0.0001820232,0.0002051543,0.9990938],"category_scores_gemma":[0.0002843804,0.0001079766,0.00003932944,0.0002237038,0.00002449426,0.0001229445,0.00004065871,0.0005480651,0.9991444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001106168,"about_ca_system_score_gemma":0.000219824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007077432,"about_ca_topic_score_gemma":7.410962e-7,"domain_scores_codex":[0.9981729,0.00019445,0.0005738586,0.0001636652,0.0003117441,0.0005834216],"domain_scores_gemma":[0.998777,0.0002464688,0.00008872599,0.0003000236,0.0001039175,0.0004838356],"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":[0.00006040098,0.00001206691,5.69144e-7,0.0000747128,0.00000273855,6.510462e-7,0.0002187772,0.000006521675,8.077372e-7,0.000005777516,0.6106731,0.3889439],"study_design_scores_gemma":[0.0004257891,0.0001147226,0.0001250912,0.0001516416,0.000007454666,0.000001083015,0.00001222668,0.0005839242,0.00000205968,0.00001933419,0.9984351,0.0001215529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004618999,0.00003194927,0.00000917553,0.003441476,0.00001254148,0.0005355396,0.00001593261,0.0002650696,0.9952264],"genre_scores_gemma":[0.0001275105,0.000001354746,0.0002032525,0.001897332,0.000484105,0.0000970598,0.00004489119,0.00001891995,0.9971256],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3888224,"threshold_uncertainty_score":0.4946081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09367151707343775,"score_gpt":0.3593468459023036,"score_spread":0.2656753288288659,"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."}}