{"id":"W4406577117","doi":"10.1016/s1544-8800(12)70159-8","title":"10.1016/s1544-8800(12)70159-8","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":[0.0008547035,0.0001242422,0.0002176219,0.00009229369,0.0006299301,0.000009163837,0.0001828887,0.0001970397,0.9990844],"category_scores_gemma":[0.0002487181,0.0001076621,0.00003857592,0.0001747698,0.00002445159,0.0001229261,0.00004123548,0.0005364495,0.9991106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166904,"about_ca_system_score_gemma":0.0002240986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001140758,"about_ca_topic_score_gemma":0.000001556735,"domain_scores_codex":[0.998184,0.0001907953,0.0005701339,0.0001621617,0.0003120841,0.0005807754],"domain_scores_gemma":[0.9987943,0.0002518577,0.00008818423,0.0002976996,0.00007985293,0.0004881574],"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":[0.00006832642,0.00001219737,7.927548e-7,0.00007452717,0.000002692078,6.682224e-7,0.0002239757,0.000007101576,8.67311e-7,0.000005177194,0.6177294,0.3818742],"study_design_scores_gemma":[0.0004159935,0.0001258437,0.0002567677,0.0001504272,0.000007394392,0.000001098491,0.00001313614,0.0006531212,0.000001615384,0.00001917391,0.9982343,0.0001210973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004807653,0.00002401021,0.000008806346,0.003328546,0.00001145997,0.000530862,0.00001593644,0.0002634948,0.9953361],"genre_scores_gemma":[0.0001535416,0.000001219991,0.0001719001,0.001580565,0.0005025203,0.00009822902,0.0000446419,0.00001889957,0.9974285],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3817531,"threshold_uncertainty_score":0.4844977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025262204529107,"score_gpt":0.3571011360200335,"score_spread":0.2545749155671228,"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."}}