{"id":"W6983437671","doi":"","title":"Microbial Decontamination of Egg Surface via Cold Plasma","year":2024,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Plasma Applications and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Human decontamination; Eggshell; Contamination; Microorganism; Relative humidity; Salmonella; Food industry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005131199,0.0002515473,0.0005708811,0.0004709866,0.0001225975,0.00001077356,0.0003513373,0.0005108223,0.0006188313],"category_scores_gemma":[0.00000793293,0.0003551085,0.0003053605,0.0006300144,0.0001551907,0.0004806159,0.0001191127,0.000364337,0.0001192192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001134111,"about_ca_system_score_gemma":0.0008402862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008440692,"about_ca_topic_score_gemma":0.001704518,"domain_scores_codex":[0.9989139,0.00003498915,0.0001948383,0.0004099993,0.0002532796,0.0001930331],"domain_scores_gemma":[0.9988403,0.0001524706,0.0003265037,0.0003443765,0.000173434,0.0001629194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.01648162,0.005722545,0.02991218,0.02233307,0.006121302,0.004557295,0.237972,0.0004920863,0.4822592,0.01090658,0.1654868,0.01775537],"study_design_scores_gemma":[0.008215057,0.001125827,0.02261474,0.003431185,0.00591112,0.00005879578,0.5772951,0.002086111,0.2558649,0.0005209753,0.1212087,0.00166749],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837295,0.0001224351,0.0001963109,0.0003580796,0.0002405004,0.0004713774,0.0006414562,0.0001240191,0.01411627],"genre_scores_gemma":[0.8573417,0.0002854425,0.005550448,0.0000180733,0.00003272911,4.337437e-8,0.002914296,0.00003539422,0.1338219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3393231,"threshold_uncertainty_score":0.9998901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004865485541063518,"score_gpt":0.1802593068108987,"score_spread":0.1753938212698351,"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."}}