{"id":"W4293192409","doi":"10.1371/journal.pgph.0000319","title":"When it comes to stopping tuberculosis, what is actually “missing”?","year":2022,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"World Health Organization; Bill and Melinda Gates Foundation","keywords":"Tuberculosis; Psychology; Political science; Computer science; Medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0128777,0.0005320123,0.00110675,0.0003574631,0.005944613,0.0003987627,0.001370299,0.0002972087,0.008633935],"category_scores_gemma":[0.003970473,0.0005653065,0.0001785141,0.001668001,0.00009659783,0.002383561,0.00183476,0.002612449,0.001642338],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008214851,"about_ca_system_score_gemma":0.01310715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008035928,"about_ca_topic_score_gemma":0.001850177,"domain_scores_codex":[0.9787748,0.01182414,0.002280863,0.001328132,0.002467893,0.003324145],"domain_scores_gemma":[0.9912996,0.001961669,0.001120702,0.001526832,0.0007473599,0.003343816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001351807,0.001137889,0.03366067,0.001912465,0.0002563587,0.00002713209,0.0963046,0.000005445128,0.00001494293,0.01314073,0.6847389,0.1686657],"study_design_scores_gemma":[0.0007462574,0.000479654,0.007420712,0.0004058206,0.00002063337,0.00001576875,0.07781225,0.0002044088,0.000001366868,0.001422934,0.910972,0.000498196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1031668,0.002709008,0.0003963747,0.8786432,0.002669589,0.00316603,0.0005970008,0.0006376547,0.008014355],"genre_scores_gemma":[0.2888824,0.0009031903,0.001877064,0.7052821,0.0006859717,0.0008744834,0.0001764938,0.00009542997,0.001222884],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2262331,"threshold_uncertainty_score":0.9996886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6007137264467017,"score_gpt":0.533100531304686,"score_spread":0.06761319514201569,"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."}}