{"id":"W4243289746","doi":"10.3410/f.1282023.749113","title":"Faculty Opinions recommendation of MLST typing of Escherichia coli isolates overproducing AmpC {beta}-lactamase.","year":2009,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Multilocus sequence typing; Microbiology; Typing; Escherichia coli; BETA (programming language); Beta-lactamase; Biology; Genetics; Gene; Genotype; Computer science","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":[0.001623524,0.002197,0.00176612,0.00394141,0.0004874688,0.00175363,0.002503478,0.002156266,0.03706782],"category_scores_gemma":[0.0100388,0.000733568,0.001625185,0.004649182,0.0002329934,0.001028305,0.001112989,0.001648764,0.03769234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178546,"about_ca_system_score_gemma":0.002798357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02125275,"about_ca_topic_score_gemma":0.03755375,"domain_scores_codex":[0.9984062,0.0002113073,0.0002854335,0.0005437019,0.0003866392,0.0001666463],"domain_scores_gemma":[0.9947588,0.001365284,0.0008894553,0.001146173,0.001324758,0.0005155077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002849317,0.00006248526,0.005674414,0.001496694,0.0001534092,0.00004793068,0.00001425891,0.000399314,0.0004189233,0.0001778275,0.9843391,0.006930579],"study_design_scores_gemma":[0.001072019,0.00006628843,0.03946706,0.0007696742,0.000324574,0.0002062612,0.00005755154,0.001973109,0.001911689,0.0008992137,0.95318,0.00007269024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002444377,0.00005400705,0.00006056295,0.00004691109,0.00001684655,0.00001234646,0.9990212,0.0002024758,0.0003411556],"genre_scores_gemma":[0.0006126674,0.00004851657,0.0003168651,0.00004220571,0.0000061608,0.00003932549,0.9984993,0.0000344967,0.0004005035],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.03706782,"threshold_uncertainty_score":0.1240041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02055065622364625,"score_gpt":0.3157723333753291,"score_spread":0.2952216771516828,"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."}}