{"id":"W6912691503","doi":"10.5281/zenodo.7623172","title":"Detection of Staphylococcus aureus in milk samples using impedance spectroscopy and data processing with information visualization techniques and multidimensional calibration space.","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Calibration; Interpretability; Dielectric spectroscopy; Visualization; Reflection (computer programming); Electrical impedance; Spectroscopy; Pattern recognition (psychology); Mastitis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008487736,0.0007188202,0.0003592322,0.001372612,0.0001773832,0.0006699294,0.0004373507,0.0008367363,0.0007389858],"category_scores_gemma":[0.001868594,0.0002330901,0.0004541555,0.001437438,0.0003014831,0.0007001714,0.0007112117,0.0005226987,0.0004119677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002695658,"about_ca_system_score_gemma":0.0002016457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002655868,"about_ca_topic_score_gemma":0.0003822531,"domain_scores_codex":[0.999071,0.0003098014,0.00005142178,0.0001586102,0.0003739874,0.00003509069],"domain_scores_gemma":[0.9994069,0.0002792534,0.00009924977,0.00009014537,0.0001055901,0.00001893341],"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":[0.0002677912,0.0001178468,0.002726811,0.0004113078,0.00009121362,0.0001398623,0.0001530854,0.002488082,0.8276789,0.001049727,0.0005660367,0.1643093],"study_design_scores_gemma":[0.0000268011,0.0004016062,0.009048139,0.00003600836,0.00006882473,0.001064108,0.0001173449,0.07682855,0.9036632,0.002316987,0.006360987,0.00006729647],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2155666,0.00611147,0.7730052,0.000454607,0.0001386599,0.0001100308,0.0006426114,0.001997519,0.001973329],"genre_scores_gemma":[0.5733063,0.002662623,0.4216005,0.0001422745,0.00004742968,0.0002014344,0.0007094875,0.000095724,0.001234228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001372612,"threshold_uncertainty_score":0.004488766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02441762604351654,"score_gpt":0.2485781352810589,"score_spread":0.2241605092375423,"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."}}