{"id":"W2992942842","doi":"10.15173/sciential.v1i3.2266","title":"Antimicrobial Resistance and Tuberculosis","year":2019,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Antimicrobial; Tuberculosis; Antibiotic resistance; Microbiology; Mycobacterium tuberculosis; Medicine; Virology; Biology; Antibiotics; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003014871,0.0002028461,0.0003930051,0.0006489214,0.0007470619,0.0004861775,0.0004285998,0.00007868531,0.0005665109],"category_scores_gemma":[0.0003603978,0.0001511206,0.0001423804,0.001253342,0.001596603,0.0009580016,0.0002717116,0.0006044056,0.0003158229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001787972,"about_ca_system_score_gemma":0.0005740243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001568751,"about_ca_topic_score_gemma":0.00001621775,"domain_scores_codex":[0.9964978,0.0001038153,0.0004531674,0.0006949795,0.001142293,0.001107918],"domain_scores_gemma":[0.998195,0.0000598275,0.0001515465,0.0003344173,0.0003854178,0.0008737688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006773478,0.0002410272,0.1349653,0.0001641135,0.0001069087,0.000137707,0.0004021903,0.00004618492,0.8172594,0.002769908,0.03322237,0.01000752],"study_design_scores_gemma":[0.01892294,0.003166412,0.6546638,0.00193259,0.0003894746,0.01979421,0.001293099,0.01034906,0.06692148,0.02005147,0.2000561,0.002459346],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390302,0.0002400918,0.000264205,0.03728456,0.001201434,0.0002986058,0.000004268145,0.00003131902,0.02164531],"genre_scores_gemma":[0.9846682,0.0003062802,0.003300613,0.001941864,0.0002693399,0.000001747128,0.000001713643,0.00001589895,0.009494359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.750338,"threshold_uncertainty_score":0.6202897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656303551251991,"score_gpt":0.2993067004778955,"score_spread":0.2827436649653756,"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."}}