{"id":"W2793125759","doi":"10.1097/ipc.0000000000000597","title":"All in The Name of Vanity","year":2018,"lang":"en","type":"article","venue":"Infectious Diseases in Clinical Practice","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint-Vincent Hospital","funders":"","keywords":"Medicine; Azithromycin; Amikacin; Regimen; Cefoxitin; Mycobacterium abscessus; Surgery; Imipenem; Refractory (planetary science); Antibiotics; Adverse effect; Internal medicine; Mycobacterium; Antibiotic resistance","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002476897,0.00009706116,0.0002995841,0.00009928981,0.00003104625,0.00002302524,0.0001630303,0.0001078426,0.0004117909],"category_scores_gemma":[0.07955874,0.00006730666,0.0001402181,0.0003634492,0.0003499082,0.0002372328,0.00007933567,0.0005909271,0.0001967039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005314763,"about_ca_system_score_gemma":0.0002381544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009867672,"about_ca_topic_score_gemma":0.000331481,"domain_scores_codex":[0.9974469,0.0009877564,0.0006536784,0.0002470956,0.0004042553,0.0002603248],"domain_scores_gemma":[0.9842114,0.01459034,0.000197145,0.0005233548,0.000277081,0.0002006026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009203388,0.004829924,0.9805233,0.00006051619,0.00004987564,0.0002023043,0.0001208684,5.817538e-7,0.000007982384,0.0003395059,0.004855906,0.008088932],"study_design_scores_gemma":[0.001871627,0.001600618,0.9469709,0.00006971996,0.0001294445,0.00004610922,0.0001439586,0.00004157473,0.00001200906,0.001305363,0.04773861,0.00007006003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561867,0.0002918186,0.00001901446,0.004156217,0.0002831994,0.0004441203,0.00001411688,0.00002727642,0.03857752],"genre_scores_gemma":[0.9909908,0.0008067172,0.00009999804,0.007525714,0.0005010583,0.00004157907,0.000007280748,0.000009945315,0.00001688338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07708184,"threshold_uncertainty_score":0.9281945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09994038776763692,"score_gpt":0.4969646856938377,"score_spread":0.3970242979262008,"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."}}