{"id":"W4308193957","doi":"10.1371/journal.pone.0277255","title":"Optimizing tuberculosis screening for immigrants in southern New Brunswick: A pilot study protocol","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Saint John Regional Hospital; Government of New Brunswick; Ministry of Health; University of New Brunswick","funders":"New Brunswick Innovation Foundation; Fondation de la recherche en santé du Nouveau-Brunswick","keywords":"Latent tuberculosis; Medicine; Tuberculosis; Immigration; Snowball sampling; Family medicine; Incidence (geometry); Interferon gamma release assay; Environmental health; Mycobacterium tuberculosis; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02115158,0.002239431,0.002113634,0.002382875,0.005453594,0.002257315,0.003510499,0.002534858,0.02879081],"category_scores_gemma":[0.01012847,0.002275754,0.002049942,0.00157507,0.001700844,0.001605805,0.002493012,0.002987428,0.005395344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008555705,"about_ca_system_score_gemma":0.0532246,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03841798,"about_ca_topic_score_gemma":0.09399986,"domain_scores_codex":[0.9947239,0.002532042,0.000888331,0.0004501392,0.0004129707,0.0009926157],"domain_scores_gemma":[0.9913101,0.00153658,0.001051961,0.0006787766,0.00284553,0.002577099],"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":[0.1106899,0.1536859,0.1681473,0.04854392,0.00102897,0.009882595,0.05585728,0.007382871,0.01606904,0.005938804,0.1058179,0.3169557],"study_design_scores_gemma":[0.1232682,0.1250005,0.4242882,0.01674847,0.001022108,0.001082305,0.0749111,0.00446721,0.005167276,0.003560405,0.2197166,0.0007676198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01165031,0.000076599,0.0005821537,0.0002118996,0.00004887319,0.9853609,0.001081099,0.00002197723,0.0009661635],"genre_scores_gemma":[0.007618876,0.0001744024,0.002698442,0.000320489,0.00002211463,0.9882586,0.0003893763,0.000002761824,0.0005149948],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.961582,"threshold_uncertainty_score":0.1118615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1402487068284727,"score_gpt":0.355583342215813,"score_spread":0.2153346353873404,"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."}}