{"id":"W4406077252","doi":"","title":"Vision in Practice: Clinical Coding Policy and Procedure","year":2008,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coding (social sciences); Computer science; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007918342,0.0002036552,0.0007594523,0.0008676684,0.001064807,0.0001256592,0.0008402485,0.0003575807,0.001839777],"category_scores_gemma":[0.01399775,0.0001689918,0.00007148759,0.0009827774,0.0001730263,0.003028995,0.0006769017,0.00189128,0.00006201996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002102642,"about_ca_system_score_gemma":0.00159426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001422521,"about_ca_topic_score_gemma":0.00007274357,"domain_scores_codex":[0.9948313,0.001234019,0.002311469,0.0003164622,0.000732252,0.0005745465],"domain_scores_gemma":[0.9938356,0.003184549,0.001665944,0.0002949834,0.0004343886,0.0005845953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004789646,0.000221722,0.8567622,0.0006894647,0.00002889192,0.00003296369,0.002424786,0.000008517517,0.0002302634,0.0008914251,0.1206666,0.01756421],"study_design_scores_gemma":[0.001394393,0.00003191201,0.9026184,0.001956685,0.00002134104,0.00003002174,0.0006114838,0.0004278412,0.00003020497,0.001347803,0.09132697,0.000202957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9386814,0.004993662,0.0003012492,0.009506192,0.001041831,0.001517531,0.00001575053,0.00006590252,0.04387644],"genre_scores_gemma":[0.9266897,0.06168269,0.0005156487,0.009672329,0.0007890174,0.00006145365,0.000009819077,0.00002910724,0.0005502852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05668902,"threshold_uncertainty_score":0.9990727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7050356747713267,"score_gpt":0.7420125150866332,"score_spread":0.03697684031530657,"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."}}