{"id":"W2938612257","doi":"10.1371/journal.pone.0215240","title":"The mTST – An mHealth approach for training and quality assurance of tuberculin skin test administration and reading","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Tuberculin; Reproducibility; Quality assurance; Tuberculosis; Gold standard (test); Nuclear medicine; Medical physics; Internal medicine; Pathology; External quality assessment","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0422711,0.0009083624,0.0009546021,0.00269735,0.00102448,0.001521527,0.00150835,0.0009500309,0.006645691],"category_scores_gemma":[0.08305681,0.0006213336,0.001173805,0.00105693,0.000900647,0.001255887,0.002242774,0.001238252,0.004001825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172798,"about_ca_system_score_gemma":0.002852871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001850354,"about_ca_topic_score_gemma":0.003869066,"domain_scores_codex":[0.9562415,0.02655508,0.005310401,0.002819357,0.008405143,0.0006685557],"domain_scores_gemma":[0.8984393,0.03885909,0.01448265,0.01026025,0.03562362,0.002335122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.004013774,0.001543039,0.06785247,0.003464424,0.0003729467,0.0008095402,0.007588207,0.001872146,0.03165414,0.0009566035,0.05313135,0.8267413],"study_design_scores_gemma":[0.00229073,0.01306396,0.6010876,0.004265288,0.0008029946,0.005718538,0.005807586,0.04990423,0.07266221,0.004187804,0.2391318,0.00107729],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3105558,0.004736213,0.5722428,0.007555867,0.002932868,0.03961489,0.006103035,0.02111524,0.03514331],"genre_scores_gemma":[0.3724454,0.001349515,0.5921569,0.0017095,0.0007583236,0.02206809,0.001864411,0.0007726537,0.006875107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0422711,"threshold_uncertainty_score":0.2235537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1687375431480214,"score_gpt":0.3830671025717683,"score_spread":0.214329559423747,"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."}}