{"id":"W3195824174","doi":"10.3791/62838","title":"An Automated Culture System for Use in Preclinical Testing of Host-Directed Therapies for Tuberculosis","year":2021,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Tuberculosis; Mycobacterium tuberculosis; Medicine; Intracellular parasite; Microbiology; Immune system; Intracellular; Virology; Biology; Immunology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002850018,0.002159768,0.001603373,0.002394144,0.001217032,0.001251611,0.002580344,0.002055743,0.00827544],"category_scores_gemma":[0.003238216,0.0009746649,0.001022644,0.001890277,0.0008004385,0.0009932214,0.00136669,0.001873215,0.01068761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007576239,"about_ca_system_score_gemma":0.002358968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001485717,"about_ca_topic_score_gemma":0.002365864,"domain_scores_codex":[0.9916577,0.001823255,0.00094001,0.001271404,0.003932589,0.0003750712],"domain_scores_gemma":[0.9967339,0.0007568496,0.0004971708,0.0007750893,0.001022767,0.0002142709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006144925,0.0006969962,0.001864069,0.0004210954,0.00005116409,0.0001859244,0.0001424648,0.0004781327,0.9496309,0.0006615996,0.005719335,0.03953379],"study_design_scores_gemma":[0.0002362036,0.002710643,0.006849542,0.0002214653,0.0002391046,0.001023556,0.0001061545,0.01071145,0.9205937,0.0003604888,0.05680916,0.0001385897],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1043001,0.003595648,0.8186539,0.0009449442,0.00172384,0.01479772,0.01489645,0.02667589,0.0144114],"genre_scores_gemma":[0.1457286,0.004623584,0.7736014,0.0008701271,0.0005096413,0.03444315,0.01919504,0.001140498,0.01988799],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00827544,"threshold_uncertainty_score":0.02768415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1401832120053977,"score_gpt":0.5321770568478247,"score_spread":0.3919938448424269,"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."}}