{"id":"W4406546052","doi":"10.1016/s1544-8800(05)70322-5","title":"10.1016/s1544-8800(05)70322-5","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.000848701,0.0001245385,0.0002179478,0.00009381092,0.0006466422,0.000009259516,0.0001839635,0.0001997682,0.9990004],"category_scores_gemma":[0.0002495639,0.000107778,0.0000390437,0.0002169524,0.00002467355,0.0001238475,0.00004134483,0.0005401318,0.9991014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174721,"about_ca_system_score_gemma":0.0002178877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001093698,"about_ca_topic_score_gemma":0.000001053154,"domain_scores_codex":[0.998179,0.0001924979,0.0005702119,0.0001627463,0.0003096412,0.0005858758],"domain_scores_gemma":[0.9987813,0.0002540949,0.00008874395,0.0003000365,0.00009002024,0.0004857758],"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":[0.00005915007,0.00001237914,4.696574e-7,0.00007296697,0.000002625696,7.953564e-7,0.0002166935,0.000006225807,8.616088e-7,0.000005615137,0.6198685,0.3797537],"study_design_scores_gemma":[0.0004251918,0.0001341502,0.0001897135,0.0001502224,0.000007321579,0.000001436146,0.00001429425,0.0006504107,0.000001865562,0.00001901649,0.9982854,0.0001209993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005733527,0.00002730466,0.000009074652,0.003840277,0.00001357419,0.000528664,0.00001714267,0.0002654287,0.9947252],"genre_scores_gemma":[0.0001602915,0.000001222222,0.0001750303,0.00180682,0.0005140524,0.00009775953,0.0000446881,0.00001891355,0.9971812],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3796327,"threshold_uncertainty_score":0.4973515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09155494597090258,"score_gpt":0.3563180246032346,"score_spread":0.264763078632332,"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."}}