{"id":"W2546893661","doi":"10.5539/jmbr.v6n1p93","title":"Study of Resistance to 82 Clinical Cases Enterobacteriaceae to Beta-lactam Antibiotics","year":2016,"lang":"en","type":"article","venue":"Journal of Molecular Biology Research","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ampicillin; Microbiology; Carbenicillin; Clavulanic acid; Amoxicillin; Cephalosporin; Ceftizoxime; Antibiotics; Antimicrobial; Antibiotic resistance; Ceftriaxone; Cefalexin; Escherichia coli; Medicine; Beta-lactamase; Chemistry; Biology; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004209729,0.0004284969,0.0003655219,0.001000653,0.0004275921,0.0003700753,0.0003050373,0.000403918,0.001530773],"category_scores_gemma":[0.001669696,0.0003350319,0.0002835988,0.0006806951,0.0003199858,0.0003395083,0.0002907651,0.0002526199,0.0006809618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002784145,"about_ca_system_score_gemma":0.0002551244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002096217,"about_ca_topic_score_gemma":0.001755656,"domain_scores_codex":[0.9994221,0.0001041391,0.00009087819,0.0001212977,0.0001530854,0.0001084919],"domain_scores_gemma":[0.9993617,0.0001216354,0.0001676464,0.00004605415,0.00018322,0.0001198066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008492973,0.0005172724,0.9416716,0.000184624,0.00005409224,0.009994034,0.001208322,0.00009016978,0.01918045,0.00005870247,0.00114632,0.02504508],"study_design_scores_gemma":[0.00005703076,0.001668297,0.9589976,0.00004208306,0.00006553342,0.02509463,0.001545043,0.0002310537,0.005089699,0.00003864927,0.007151858,0.0000185536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978145,0.0006847728,0.0001590296,0.00006175118,0.00001432916,0.00003964325,0.0001785789,0.000005963608,0.001041462],"genre_scores_gemma":[0.9971856,0.0008644426,0.0003368307,0.00008170138,0.00003706391,0.00002683929,0.0005606069,0.000005429077,0.0009014251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002096217,"threshold_uncertainty_score":0.005120933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08722481591053738,"score_gpt":0.4571647799195858,"score_spread":0.3699399640090484,"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."}}