{"id":"W6999608200","doi":"","title":"Development of All-Natural, Protein-Rich Snacks from imperfect Fruits and Vegetables","year":2022,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Microencapsulation and Drying Processes","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ingredient; Shelf life; Food spoilage; Organoleptic; Snacking; Product (mathematics); Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001514607,0.000135085,0.0002340616,0.00002422262,0.0003660227,0.00001419358,0.0003976478,0.00009327273,0.001415501],"category_scores_gemma":[0.00002538536,0.00006434399,0.00006893557,0.0002238966,0.00004892189,0.00008357861,0.0001238081,0.000163347,0.000005155819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002023359,"about_ca_system_score_gemma":0.00005087555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001056338,"about_ca_topic_score_gemma":0.002889167,"domain_scores_codex":[0.9992176,0.00005719363,0.0001446345,0.0002242025,0.0002316157,0.0001247133],"domain_scores_gemma":[0.9993937,0.00008954979,0.0003122466,0.00006312684,0.0000994051,0.00004196881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001016931,0.00002898873,0.0001321024,0.00007675503,0.00006445038,0.000001156067,0.003860705,0.000001111395,0.9845129,0.00004698843,0.0002758002,0.01089736],"study_design_scores_gemma":[0.0005872942,0.000197989,0.7723476,0.0002225908,0.0002986002,0.000002573646,0.05332872,0.00003820722,0.07257975,0.0005537956,0.0991733,0.0006695624],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966885,0.002133247,7.598255e-7,0.0002273009,0.00008537846,0.0002356307,0.00005353332,0.00002198568,0.0005536876],"genre_scores_gemma":[0.9951301,0.0001714375,0.0003217312,0.00001953182,0.00002409664,7.438813e-7,0.000944118,0.000001298962,0.003386974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9119331,"threshold_uncertainty_score":0.9994974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01755911520996217,"score_gpt":0.2155244448887633,"score_spread":0.1979653296788011,"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."}}