{"id":"W4413210946","doi":"10.1080/24745332.2025.2534344","title":"Necessity of patient registries: Insights from the Canadian Bronchiectasis and Nontuberculous Mycobacteria Registry","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Nontuberculous mycobacteria; Bronchiectasis; Medicine; Mycobacterium avium complex; Tuberculosis; Mycobacterium; Pathology; Internal medicine","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":[0.02195168,0.0001924138,0.000468678,0.003107516,0.003341077,0.005235955,0.001558005,0.001035244,0.004815464],"category_scores_gemma":[0.09557955,0.0003416357,0.0005126799,0.01070785,0.001082179,0.002784816,0.002991833,0.001760337,0.0002657679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02496309,"about_ca_system_score_gemma":0.1024142,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8882664,"about_ca_topic_score_gemma":0.9551556,"domain_scores_codex":[0.9804627,0.005201785,0.002105361,0.0009355544,0.008483489,0.00281109],"domain_scores_gemma":[0.8698285,0.05167109,0.02022938,0.005481828,0.03856716,0.01422201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001718217,0.00006964812,0.6905276,0.0006348955,0.0002000914,0.0004762454,0.006488836,0.0008980968,0.0001953114,0.04019847,0.1751045,0.08503453],"study_design_scores_gemma":[0.00008554873,0.00003955218,0.7546505,0.001939098,0.0002805645,0.0007102321,0.01330255,0.001708421,0.000215834,0.005390877,0.2215326,0.0001441425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2971745,0.01500227,0.002897912,0.5320306,0.0006404127,0.0004051051,0.05050645,0.0001219742,0.1012208],"genre_scores_gemma":[0.9337971,0.01429667,0.006609719,0.0237549,0.0004931765,0.0001515397,0.01783863,0.00009129661,0.002967084],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1117336,"threshold_uncertainty_score":0.2247831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586824699372805,"score_gpt":0.2869198246923271,"score_spread":0.2710515776985991,"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."}}