{"id":"W2184905097","doi":"10.82308/8611","title":"Aroma detection and control in passive and dynamic food systems for superior product","year":2008,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Aroma; Food science; Flavour; Food quality; Quality (philosophy); Chemistry","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":[0.0004416245,0.0003342939,0.0002358626,0.0002300974,0.0001859445,0.0004141345,0.000466249,0.0002860261,0.001111803],"category_scores_gemma":[0.0004073566,0.0002687097,0.0002636138,0.0002110011,0.0003201508,0.0005612118,0.0003636225,0.0003056312,0.0003169049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002493052,"about_ca_system_score_gemma":0.0001303576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004965435,"about_ca_topic_score_gemma":0.0006824005,"domain_scores_codex":[0.9996521,0.00003626644,0.00001873532,0.000114523,0.0001443251,0.00003402442],"domain_scores_gemma":[0.9998456,0.00003619053,0.00003634756,0.00002300462,0.00004622601,0.00001250461],"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":[0.0001027404,0.00002740631,0.0002816706,0.00007105871,0.000004397117,0.00002239555,0.00003378108,0.0002524168,0.9859066,0.0001391826,0.00008161215,0.01307685],"study_design_scores_gemma":[0.00003656402,0.0008445369,0.006344752,0.00001377242,0.00002811603,0.0002006076,0.00005926544,0.01597698,0.9708126,0.0002151187,0.005437503,0.00003019144],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8609822,0.002108153,0.1316914,0.0001810632,0.0001405361,0.0001584779,0.0002312971,0.0007229493,0.003784024],"genre_scores_gemma":[0.9501813,0.0006650639,0.04463924,0.0001535153,0.00005252485,0.0001072249,0.0001720146,0.00005430299,0.003974768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001111803,"threshold_uncertainty_score":0.003719389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006796159268134512,"score_gpt":0.2011843782596296,"score_spread":0.1943882189914951,"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."}}