{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1610996,0.0008040039,0.0005807952,0.004970174,0.005071441,0.009987331,0.002775749,0.003316494,0.006211509],"category_scores_gemma":[0.2440224,0.00082697,0.0007070946,0.00687282,0.01019211,0.009478297,0.005903567,0.00639671,0.004739103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01776872,"about_ca_system_score_gemma":0.07029344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007427617,"about_ca_topic_score_gemma":0.002540383,"domain_scores_codex":[0.7484906,0.1765094,0.02614291,0.009022562,0.03608089,0.003753649],"domain_scores_gemma":[0.6960736,0.1049545,0.03279971,0.03048504,0.1288644,0.006822737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002544433,0.0005063501,0.01470823,0.003440991,0.0000347451,0.0002816968,0.05317859,0.002046398,0.003545466,0.3771246,0.1056475,0.4392311],"study_design_scores_gemma":[0.0001920169,0.0007443251,0.02802832,0.01465333,0.00006155351,0.001920684,0.05507158,0.01097993,0.007232795,0.2568718,0.6238586,0.0003850986],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04619278,0.002522798,0.7161323,0.08037192,0.004221535,0.02447436,0.001711181,0.001641982,0.1227311],"genre_scores_gemma":[0.2505921,0.001612239,0.6989665,0.009699654,0.0006751463,0.02509348,0.001879799,0.000367712,0.01111335],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1610996,"threshold_uncertainty_score":0.8519861,"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."}}