{"id":"W2360345054","doi":"","title":"Flora Analysis of Clinical Infectious Specimen","year":2002,"lang":"en","type":"article","venue":"Zhongguo yiyuan ganranxue zazhi","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Microbiology; Klebsiella pneumoniae; Staphylococcus haemolyticus; Biology; Pseudomonas aeruginosa; Enterobacter cloacae; Staphylococcus aureus; Enterococcus; Staphylococcus epidermidis; Antibiotics; Drug resistance; Bacteria; Escherichia coli","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":[0.0006032691,0.0006856864,0.0005666057,0.004114172,0.0006856789,0.0009003094,0.0004240355,0.0004162194,0.002962654],"category_scores_gemma":[0.001888882,0.0002303033,0.0003879403,0.001560587,0.0004352379,0.0005146887,0.0007601199,0.000367616,0.001160999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003895324,"about_ca_system_score_gemma":0.0008226963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437397,"about_ca_topic_score_gemma":0.001365011,"domain_scores_codex":[0.9982653,0.0001810185,0.000274725,0.0003485587,0.0007033271,0.0002270688],"domain_scores_gemma":[0.9990348,0.00009533745,0.0002317687,0.00005767875,0.0004418865,0.000138659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00123538,0.0002818544,0.5741553,0.002141367,0.000140934,0.008157131,0.001500551,0.0003505521,0.2570739,0.0006576228,0.003972963,0.1503324],"study_design_scores_gemma":[0.00006590067,0.001485518,0.7624002,0.0006908726,0.0003593893,0.02555148,0.003814113,0.002678038,0.161926,0.0008460866,0.04007215,0.0001102277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498924,0.009105005,0.01624626,0.0005933527,0.0004144715,0.001175325,0.006146462,0.0005104431,0.01591618],"genre_scores_gemma":[0.9430415,0.005724039,0.03450904,0.0006539297,0.0002459565,0.000776494,0.007059956,0.0001792907,0.007809786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004114172,"threshold_uncertainty_score":0.00991106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09412437638560439,"score_gpt":0.388554962527576,"score_spread":0.2944305861419717,"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."}}