{"id":"W2966422660","doi":"10.3390/microorganisms7080235","title":"Spectral Grouping of Nominally Aspergillus versicolor Microbial-Collection Deposits by MALDI-TOF MS","year":2019,"lang":"en","type":"article","venue":"Microorganisms","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Ministry of Agriculture of the People's Republic of China; Department for International Development","keywords":"Matrix-assisted laser desorption/ionization; Food spoilage; Mass spectrometry; Aspergillus; Environmental science; Biology; Botany; Chromatography; Chemistry; Desorption; Bacteria; Paleontology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003898011,0.0004240806,0.0002088482,0.001769833,0.0005207458,0.0006759871,0.0002758385,0.0003246667,0.0007271238],"category_scores_gemma":[0.0007459512,0.0001286547,0.000180103,0.001024426,0.0002952756,0.0004289011,0.0004575087,0.0002407592,0.0004729784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001912571,"about_ca_system_score_gemma":0.0001948265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001580148,"about_ca_topic_score_gemma":0.001960821,"domain_scores_codex":[0.9995284,0.00004654439,0.00006212388,0.0001571609,0.0001340788,0.000071819],"domain_scores_gemma":[0.9996214,0.00006425322,0.0001171503,0.00003699452,0.0001003472,0.00005983841],"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":[0.0001363266,0.00005370704,0.02173696,0.00004106363,0.00001283894,0.0001719329,0.0002490719,0.00009648783,0.9692121,0.00006016848,0.00003566409,0.008193612],"study_design_scores_gemma":[0.00001017738,0.0004212897,0.4081956,0.00003193061,0.00006611426,0.001659539,0.001218329,0.002269997,0.5818028,0.0002656917,0.004024663,0.00003385715],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926078,0.0003528334,0.004997094,0.00003130491,0.00001144628,0.00004304876,0.0006783727,0.00005775143,0.001220343],"genre_scores_gemma":[0.9804589,0.0003691341,0.01727703,0.00003175739,0.000007450955,0.00002965633,0.001089325,0.00002075565,0.0007160097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001769833,"threshold_uncertainty_score":0.00314182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004671011022738518,"score_gpt":0.195966063586468,"score_spread":0.1912950525637294,"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."}}