{"id":"W4405176815","doi":"10.1002/9781683674849.mcm0075","title":"Antimicrobial Susceptibility Testing Systems","year":2023,"lang":"en","type":"other","venue":"ClinMicroNow","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Shared Health","funders":"","keywords":"Antimicrobial; Biology; Microbiology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004168814,0.0003072782,0.0003296054,0.00009586021,0.00008095797,0.0001170193,0.0003330202,0.0005823887,0.0001547349],"category_scores_gemma":[0.0007995381,0.000333339,0.0001311409,0.0001576426,0.0001256312,0.000002059325,0.0001928721,0.0001793763,0.0008111788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000352858,"about_ca_system_score_gemma":0.0001319436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006368161,"about_ca_topic_score_gemma":0.001460977,"domain_scores_codex":[0.9981905,0.0001141794,0.0004249811,0.0008366402,0.00009344528,0.0003402606],"domain_scores_gemma":[0.9985353,0.00003940773,0.0003103202,0.0009095385,0.0001095321,0.00009591052],"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":[0.000008765295,0.00005022558,0.004976606,0.0001636487,0.00005869853,0.000002993942,0.000006990611,0.000004833974,0.3931087,0.000007532072,0.6000137,0.001597292],"study_design_scores_gemma":[0.0004440673,0.00007447616,0.00272293,0.0003457069,0.00006157742,0.00001816951,0.00003409558,0.00004487468,0.004970608,0.000004736844,0.9905596,0.0007191735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2336739,0.005486685,0.001942295,0.0004571989,0.03676395,0.00653574,0.003136765,0.008425575,0.7035779],"genre_scores_gemma":[0.06718001,0.0001547609,0.001311841,0.0001118338,0.00423201,0.00004299431,0.0009437116,0.001816545,0.9242063],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3905458,"threshold_uncertainty_score":0.9999668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03564874914789189,"score_gpt":0.2812787347935664,"score_spread":0.2456299856456745,"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."}}