{"id":"W6995789616","doi":"","title":"A Physician’s Guide to Clinical Documentation Improvement: Aligning CDI to Health Information Practice (Canadian Health Information Management Association)","year":2021,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Aquatic life and conservation","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Terminology; Health care; Medical record; Health information; Quality management; Coding (social sciences); Best practice; Information system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001481869,0.0001782264,0.0002427897,0.000146987,0.0005181086,0.0006583802,0.0003090526,0.0001034915,0.00003076145],"category_scores_gemma":[0.0002280252,0.0001306476,0.00008899893,0.00102653,0.000008391779,0.007604713,0.000180677,0.0002079891,0.0008912588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001420023,"about_ca_system_score_gemma":0.0002703056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00248305,"about_ca_topic_score_gemma":0.06783338,"domain_scores_codex":[0.9975811,0.0004090972,0.0006871886,0.0002811891,0.0005509072,0.0004905647],"domain_scores_gemma":[0.9980249,0.0001653829,0.0006181182,0.0001429086,0.0004812717,0.0005674296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001069028,0.0001368618,0.5728227,0.00007176067,0.0001666416,0.00001703163,0.002177567,0.00007059951,0.0001482047,0.0008580833,0.001122417,0.4223011],"study_design_scores_gemma":[0.000397656,0.0003276652,0.6795144,0.00008713801,0.00002414386,0.000001786917,0.003996955,9.978423e-7,0.0001060917,0.0000367127,0.3153056,0.0002008187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9357483,0.0000117473,0.001914282,0.05991297,0.0003622345,0.0009660366,0.00009302176,0.00009538195,0.0008959941],"genre_scores_gemma":[0.6679155,0.0002217207,0.001866224,0.3234916,0.0003626804,0.00001920637,0.001988799,0.000005345807,0.004128937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4221003,"threshold_uncertainty_score":0.9998867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06074964107577174,"score_gpt":0.3454751607699978,"score_spread":0.2847255196942261,"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."}}