{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008516951,0.0005979241,0.0005659577,0.001842856,0.0003111615,0.0007794356,0.0004793884,0.0007011376,0.0009008865],"category_scores_gemma":[0.001082601,0.0002977162,0.0004359564,0.001074638,0.0003617044,0.0007103169,0.0005581212,0.000527208,0.001189475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001846331,"about_ca_system_score_gemma":0.0006042712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00314312,"about_ca_topic_score_gemma":0.004509427,"domain_scores_codex":[0.9989293,0.0001700935,0.0001538313,0.0001473652,0.0005103104,0.00008906164],"domain_scores_gemma":[0.9993128,0.000107711,0.0001548259,0.00004151105,0.0003366595,0.00004650888],"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":[0.00030295,0.00007657709,0.01160278,0.0002663617,0.00001670457,0.0002979956,0.0001470696,0.0001298777,0.9481891,0.0002079379,0.0002931342,0.03846958],"study_design_scores_gemma":[0.00003622226,0.001538864,0.1962894,0.0002554856,0.0001372732,0.004113035,0.001411586,0.006884491,0.7645873,0.0006595165,0.02398344,0.0001034544],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8451176,0.009262488,0.1305698,0.0004099073,0.0002928014,0.0007802679,0.003021967,0.0006122738,0.009932972],"genre_scores_gemma":[0.7023339,0.005378579,0.2791502,0.0002398895,0.00004160118,0.0003277952,0.004292191,0.00008984228,0.008145964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00314312,"threshold_uncertainty_score":0.006249666,"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."}}