{"id":"W4402051150","doi":"10.3390/pr12091852","title":"Numerical Simulation of Salmon Freezing Using Pulsating Airflow in a Model Tunnel","year":2024,"lang":"en","type":"article","venue":"Processes","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Agencia Nacional de Investigación y Desarrollo","keywords":"Airflow; Mechanics; Nusselt number; Thermal conduction; Heat transfer; Materials science; Environmental science; Thermodynamics; Inlet; Turbulence; Mechanical engineering; Physics; Engineering","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":[0.0002630614,0.0003698721,0.0004565398,0.0003206872,0.0004431528,0.0004650207,0.0005970824,0.0008878552,0.001663922],"category_scores_gemma":[0.0006988931,0.0002083367,0.0005207364,0.0003923833,0.0005682685,0.0002979338,0.0004311068,0.0004929406,0.0001110735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000461772,"about_ca_system_score_gemma":0.0007385102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009276576,"about_ca_topic_score_gemma":0.004361459,"domain_scores_codex":[0.9999094,0.0000225329,0.000006153976,0.00001451746,0.00002136349,0.00002599834],"domain_scores_gemma":[0.999645,0.0002049765,0.00004365089,0.00001913522,0.00005610205,0.00003114573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005060828,0.00003201238,0.00120958,0.00002755784,0.000006197685,0.00006859196,0.00002758156,0.9940159,0.002769454,0.0007416308,0.00007224959,0.000978535],"study_design_scores_gemma":[0.000008147901,0.00002539408,0.0002154896,0.000002089871,0.00000164995,0.000005940916,0.0000137948,0.9991443,0.0004135881,0.00009317187,0.00007347265,0.00000295344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536189,0.0001279061,0.03862053,0.0001534699,0.00004916107,0.00005962212,0.0003593684,0.0001831701,0.006827824],"genre_scores_gemma":[0.9886842,0.00008149852,0.009313692,0.00001736419,0.000004959205,0.00006688495,0.0001609954,0.00001590236,0.001654573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009276576,"threshold_uncertainty_score":0.01844513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02849627124657454,"score_gpt":0.2729329616987676,"score_spread":0.244436690452193,"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."}}