{"id":"W4400216393","doi":"10.1080/07373937.2024.2361360","title":"Spray freezing: An overview of applications and modeling","year":2024,"lang":"en","type":"article","venue":"Drying Technology","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Spray drying; Process engineering; Materials science; Computer science; Engineering; Chemical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006055548,0.001124261,0.001105023,0.001272295,0.0004537723,0.001590824,0.001646312,0.001712565,0.003572793],"category_scores_gemma":[0.0008433251,0.0005981378,0.001473326,0.00158761,0.0006293506,0.001705721,0.001247128,0.001557171,0.001671958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000772374,"about_ca_system_score_gemma":0.001097116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005467962,"about_ca_topic_score_gemma":0.002710149,"domain_scores_codex":[0.9997023,0.00005931812,0.0000313681,0.00005303184,0.0001233855,0.00003068246],"domain_scores_gemma":[0.9997702,0.0001033583,0.00003013382,0.00001752129,0.00006493831,0.00001383688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006840476,0.0001394951,0.002360899,0.00519663,0.0001469732,0.0005260386,0.0003233711,0.5237643,0.01174362,0.2232378,0.02132616,0.2111664],"study_design_scores_gemma":[0.00001841435,0.0001505728,0.001542286,0.001146309,0.00007853743,0.0007424058,0.0001418018,0.639491,0.002662114,0.106599,0.2473194,0.0001082666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.01014538,0.3297212,0.6034005,0.00228959,0.0008660854,0.0002321565,0.001546121,0.0009623837,0.05083658],"genre_scores_gemma":[0.1344208,0.6339117,0.2029268,0.0006444524,0.001930533,0.0008138938,0.002529467,0.0005839976,0.02223839],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.005467962,"threshold_uncertainty_score":0.01195216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03921450820130535,"score_gpt":0.2851435613711691,"score_spread":0.2459290531698637,"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."}}