{"id":"W64100338","doi":"10.1533/9781845699987.2.523","title":"Managing the quality of icewines","year":2010,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Fermentation and Sensory Analysis","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Quality (philosophy); Biotechnology; Selection (genetic algorithm); Production (economics); Biology; Computer science; Economics; Artificial intelligence","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":[0.0004398189,0.0004559657,0.0002842891,0.0004869154,0.0007108495,0.002781019,0.0006076272,0.0004915197,0.006045524],"category_scores_gemma":[0.0004528307,0.0001131325,0.0001705763,0.0007575387,0.0005015361,0.001138593,0.001134803,0.0006786356,0.001110367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00093454,"about_ca_system_score_gemma":0.001000472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01085365,"about_ca_topic_score_gemma":0.02764221,"domain_scores_codex":[0.999795,0.0000160403,0.00000878993,0.0000316196,0.0001071345,0.00004131539],"domain_scores_gemma":[0.9998437,0.0000205105,0.00002418463,0.000009887771,0.00006285352,0.00003889474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002551701,0.0001700509,0.01120474,0.0007200984,0.00004735538,0.0004806314,0.002158859,0.002429442,0.06553563,0.00843847,0.03543995,0.8731198],"study_design_scores_gemma":[0.00002990259,0.0004476143,0.06124142,0.001087393,0.00008644097,0.0008984967,0.008894312,0.003410758,0.04537975,0.01195204,0.8665145,0.00005742197],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.3566653,0.0400018,0.04853004,0.006269319,0.001131307,0.000314186,0.001049413,0.0005454486,0.5454932],"genre_scores_gemma":[0.5820321,0.04494591,0.06892511,0.001684378,0.0005166818,0.0001460157,0.001454215,0.0005979467,0.2996977],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01085365,"threshold_uncertainty_score":0.02158093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04250236569946055,"score_gpt":0.2688644059304167,"score_spread":0.2263620402309562,"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."}}