{"id":"W4398142468","doi":"10.3389/fpubh.2024.1281079","title":"Successes and challenges of best practice alerts to identify and engage individuals living with hepatitis C virus","year":2024,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Hepatitis C virus research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Hepatitis C virus; Specialty; Hepatitis C; Medical record; Family medicine; Internal medicine; Immunology; Virus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04398914,0.0006531827,0.0003147112,0.001788475,0.001246542,0.003844236,0.002211645,0.001772378,0.0022907],"category_scores_gemma":[0.1446001,0.000514697,0.0006142052,0.001098568,0.0009219641,0.003085022,0.004024487,0.002117692,0.0006326236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004422953,"about_ca_system_score_gemma":0.009463307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01009804,"about_ca_topic_score_gemma":0.0149393,"domain_scores_codex":[0.9687759,0.01564079,0.00243406,0.002434672,0.007508569,0.003206008],"domain_scores_gemma":[0.822375,0.08000356,0.03158719,0.01103859,0.03219259,0.02280312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005028258,0.00187347,0.4960243,0.0008851958,0.0002041524,0.0004543395,0.004392507,0.003074778,0.001159211,0.001250727,0.01272484,0.4774536],"study_design_scores_gemma":[0.0003184848,0.005706963,0.8725712,0.003586984,0.0002813815,0.001803304,0.01654685,0.02294595,0.005853521,0.003314605,0.06682797,0.0002427542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9108205,0.003530454,0.009377406,0.05325731,0.0006598999,0.0008819572,0.000677272,0.00100254,0.01979263],"genre_scores_gemma":[0.9845308,0.001005805,0.009976605,0.002636974,0.0002813462,0.0002399604,0.0002437783,0.00005370256,0.001031062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04398914,"threshold_uncertainty_score":0.2326396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07424681491578772,"score_gpt":0.3889235034363046,"score_spread":0.3146766885205168,"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."}}