{"id":"W7075700727","doi":"","title":"Rapid identification of Candida species by using nuclear magnetic resonance spectroscopy and a statistical classification strategy","year":2003,"lang":"en","type":"other","venue":"NPARC","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nuclear magnetic resonance spectroscopy; Candida glabrata; Yeast; Candida tropicalis; Identification (biology); Proton NMR; Candida parapsilosis; Metabolite","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004440825,0.0001446955,0.0001980737,0.00003628297,0.00003835531,0.0000394458,0.00007843067,0.00005128721,0.005638452],"category_scores_gemma":[0.000002851438,0.0001447513,0.00002931926,0.00007551896,0.0002530545,0.00002402312,0.00001472823,0.0001038492,0.00001988156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001514689,"about_ca_system_score_gemma":0.0000403212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004106756,"about_ca_topic_score_gemma":5.428875e-7,"domain_scores_codex":[0.9992151,0.00003905909,0.000217644,0.0002390669,0.0001586411,0.0001304333],"domain_scores_gemma":[0.9995779,0.00003532169,0.0001660649,0.0001434464,0.00002880211,0.00004843513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001176596,0.00007600527,0.00007537421,0.00003073284,0.00001642613,2.016139e-7,0.00002028298,0.000001366731,0.04698356,0.8863053,0.05228201,0.01419693],"study_design_scores_gemma":[0.0009015269,0.000223659,0.002273574,0.0001832018,0.0001843423,0.000001521558,0.0003163298,0.007264465,0.005050512,0.7559702,0.2268861,0.0007446241],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01043853,0.0009921078,0.03839161,0.00006529541,0.0001412458,0.0004136586,0.002097338,0.00004309144,0.9474171],"genre_scores_gemma":[0.9248211,0.0000908146,0.00805073,0.00002589722,0.0003578939,0.00001367231,0.0003956768,0.0002367108,0.06600748],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9143826,"threshold_uncertainty_score":0.9952706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082877186128755,"score_gpt":0.2362735841013764,"score_spread":0.2254448122400889,"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."}}