{"id":"W4290769139","doi":"10.55900/nurkyhej","title":"Synergy of Novel Technologies in Food Drying and its Applications","year":2022,"lang":"en","type":"article","venue":"Proceedings of the 22nd International Drying Symposium on Drying Technology - IDS '22","topic":"Freezing and Crystallization Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","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":[0.0007933427,0.000639529,0.0007062979,0.00149959,0.0004394203,0.001214683,0.0006932166,0.00115122,0.002856158],"category_scores_gemma":[0.000393464,0.0004396576,0.0009330853,0.001180121,0.000548017,0.002203451,0.001169241,0.001047661,0.001212702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004247127,"about_ca_system_score_gemma":0.0003765087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001432671,"about_ca_topic_score_gemma":0.000245808,"domain_scores_codex":[0.9993979,0.00007947312,0.00003924727,0.0001485136,0.0002721444,0.00006281274],"domain_scores_gemma":[0.9997898,0.00006540673,0.00003237593,0.00002878691,0.00006000205,0.0000237097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001942023,0.0002693837,0.00107145,0.006257284,0.0001552616,0.0007451576,0.0002913494,0.003245995,0.5283358,0.04166071,0.004397847,0.4133756],"study_design_scores_gemma":[0.00005421403,0.001392854,0.002799114,0.0007977361,0.0003178987,0.004244228,0.0003444528,0.01967697,0.5362542,0.02637091,0.4076163,0.0001311302],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.089886,0.5613571,0.2580354,0.003479618,0.002246232,0.0002747234,0.0002216633,0.0009239871,0.08357539],"genre_scores_gemma":[0.4464235,0.3046913,0.2242917,0.001471267,0.001714458,0.0003455945,0.0002872567,0.000159899,0.02061486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002856158,"threshold_uncertainty_score":0.009554803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008118168086629645,"score_gpt":0.2085548691042924,"score_spread":0.2004367010176627,"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."}}