{"id":"W4406545894","doi":"10.1016/s1544-8800(06)70879-x","title":"10.1016/s1544-8800(06)70879-x","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; Cardiology; Internal 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":[0.000855159,0.0001242069,0.0002174135,0.0000934085,0.0006402609,0.000009158441,0.0001828106,0.0002003911,0.9989172],"category_scores_gemma":[0.0002554778,0.0001077288,0.00003950628,0.0002206873,0.00002452009,0.0001227984,0.00004113831,0.0005422882,0.9993717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001165328,"about_ca_system_score_gemma":0.0002287728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009921304,"about_ca_topic_score_gemma":8.379539e-7,"domain_scores_codex":[0.9981794,0.0001921753,0.0005713092,0.0001621162,0.0003100133,0.0005849798],"domain_scores_gemma":[0.9987804,0.0002518066,0.00008716239,0.0002964895,0.00009155761,0.0004925969],"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":[0.00005441066,0.00001327865,9.760876e-7,0.0000833944,0.000002985355,6.865641e-7,0.0002287698,0.000008163387,0.000001082659,0.000006438269,0.6956403,0.3039595],"study_design_scores_gemma":[0.0004043141,0.00010315,0.0002577637,0.0001519481,0.000007459364,0.00000111969,0.00001343507,0.0007261737,0.000001574195,0.00001859901,0.9981933,0.0001211174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00070834,0.00002711178,0.000009751426,0.003475806,0.000007960736,0.0005311515,0.00001702308,0.0002620895,0.9949608],"genre_scores_gemma":[0.00018424,0.000001241608,0.00017547,0.001610382,0.0004884116,0.00009733034,0.0000568277,0.00001889256,0.9973672],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3038384,"threshold_uncertainty_score":0.4924434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09272944911523294,"score_gpt":0.3572974633174908,"score_spread":0.2645680142022578,"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."}}