{"id":"W2402704592","doi":"10.1128/microbe.2.577.3","title":"Multiple Combination Bactericidal Testing","year":2007,"lang":"en","type":"article","venue":"Microbe Magazine","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004253018,0.00009951204,0.0000790113,0.00003949869,0.00008463795,0.00004192464,0.0001113408,0.00007873488,0.00004416102],"category_scores_gemma":[0.0005878801,0.0001068773,0.00003671885,0.0001307581,0.0000368014,0.000004415091,0.00007831878,0.00005867812,0.0001070229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001663457,"about_ca_system_score_gemma":0.0000188119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002746021,"about_ca_topic_score_gemma":0.0001424085,"domain_scores_codex":[0.9992271,0.00002551817,0.0002313625,0.0002555973,0.00005641602,0.0002039862],"domain_scores_gemma":[0.999441,0.00003169296,0.0000770867,0.0002331316,0.0001609369,0.00005613153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00002400521,0.00006469058,0.04580661,0.000009121322,0.000005012615,0.000001400411,0.00001739735,0.000001570096,0.9454872,0.00001203119,0.001196908,0.00737406],"study_design_scores_gemma":[0.0005255954,0.00008279072,0.5084366,0.000007779145,0.00000538981,0.00002128209,0.00001746277,0.0000847898,0.4619753,0.0000162555,0.02867234,0.0001544995],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913717,0.00003319598,0.005570419,0.00009474312,0.0002280632,0.0001218119,0.00000720528,0.0000416095,0.002531284],"genre_scores_gemma":[0.9897822,0.0000016867,0.007771742,0.0002128165,0.00019346,0.000002666825,0.0002707268,0.00001661387,0.00174806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4835119,"threshold_uncertainty_score":0.4358329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913434934821814,"score_gpt":0.2509106456534484,"score_spread":0.2317762963052303,"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."}}