{"id":"W2341118214","doi":"10.14288/1.0075943","title":"Health record personnel in British Columbia","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History","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":[0.001145213,0.0003287256,0.0004057975,0.002680341,0.005560955,0.002181075,0.001883723,0.001197698,0.01256552],"category_scores_gemma":[0.008645089,0.0007070529,0.0002588831,0.005993318,0.0008931184,0.0007266388,0.00181879,0.002074991,0.001924701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04136552,"about_ca_system_score_gemma":0.06507432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9898801,"about_ca_topic_score_gemma":0.9955317,"domain_scores_codex":[0.9976435,0.0003211792,0.0002242558,0.0003066716,0.0006090387,0.0008952912],"domain_scores_gemma":[0.9890946,0.001524163,0.001202784,0.0002801383,0.004706786,0.003191531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003786019,0.0002986626,0.7974622,0.0004231225,0.00007838043,0.001534346,0.01677858,0.0003282694,0.001477184,0.00203004,0.06618984,0.1130208],"study_design_scores_gemma":[0.0000344604,0.00006399828,0.9545197,0.0002845484,0.00002801119,0.0002307994,0.02253394,0.0004140956,0.0002328619,0.0001321005,0.02148893,0.00003662383],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950143,0.002741608,0.0003104581,0.009110569,0.000180421,0.0001929542,0.006381133,0.0001248143,0.03081496],"genre_scores_gemma":[0.9255459,0.002458898,0.0007592895,0.005664829,0.00003686267,0.0001377671,0.002652074,0.00007343018,0.06267083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04136552,"threshold_uncertainty_score":0.3001292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05235626792883281,"score_gpt":0.288569024421963,"score_spread":0.2362127564931302,"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."}}