{"id":"W7161978682","doi":"10.82308/31992","title":"Rapid identification and classification of «Enterococcus» and «Staphylococcus» by attenuated total reflectance - Fourier transform infrared spectroscopy","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enterococcus faecium; Enterococcus faecalis; Enterococcus; Staphylococcus aureus; Staphylococcus; Agar plate; Incubation; Agar","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000281141,0.0002729546,0.0002814128,0.00009413562,0.0001208018,0.00009918703,0.0001377676,0.0004010929,0.00007971087],"category_scores_gemma":[0.0001243102,0.0002845661,0.00007030141,0.0001255628,0.0001370783,0.00001959098,0.00002022019,0.0001208462,0.000005317412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002041914,"about_ca_system_score_gemma":0.00006440645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001504816,"about_ca_topic_score_gemma":0.000197256,"domain_scores_codex":[0.9982311,0.00006891193,0.0006455769,0.0006917325,0.0001677161,0.000195011],"domain_scores_gemma":[0.9986923,0.00001361415,0.0004343947,0.000436039,0.0003358446,0.00008777341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002390721,0.0000563937,0.0004635768,0.0001754147,0.00005335339,7.98822e-8,0.0002374683,1.933872e-8,0.9865012,0.00002311612,0.007295621,0.004954699],"study_design_scores_gemma":[0.0006428495,0.0003012175,0.06122755,0.00007773095,0.00008109381,0.000003370651,0.0005777369,0.0001685989,0.9284278,0.0001896074,0.007909026,0.0003934266],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936287,0.0007172722,0.0005877608,0.000093699,0.0002770061,0.0005893431,0.0001338525,0.00002751821,0.003944879],"genre_scores_gemma":[0.9691665,0.0007925538,0.001080437,0.00003854657,0.0001542726,0.00007573116,0.008684969,0.00004939647,0.01995765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06076397,"threshold_uncertainty_score":0.9999607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01204617344162973,"score_gpt":0.276469560920709,"score_spread":0.2644233874790792,"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."}}