{"id":"W4408293153","doi":"10.1016/j.apor.2025.104510","title":"Design and performance of an open-circuit marine icing wind tunnel","year":2025,"lang":"en","type":"article","venue":"Applied Ocean Research","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Community Sector Council Newfoundland and Labrador","funders":"","keywords":"Icing; Wind tunnel; Marine engineering; Engineering; Environmental science; Meteorology; Aerospace engineering; Physics","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":[0.0007915907,0.0004823874,0.0003721627,0.0003743352,0.0004357161,0.0005106654,0.001097627,0.0006388401,0.00189841],"category_scores_gemma":[0.0007754989,0.0002958665,0.0002219941,0.0001361263,0.0003729851,0.0002864851,0.0003950626,0.0003764087,0.0003546845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002723903,"about_ca_system_score_gemma":0.001097388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001199259,"about_ca_topic_score_gemma":0.001131845,"domain_scores_codex":[0.9997069,0.00003883264,0.00001663797,0.00004631782,0.0001349152,0.00005633834],"domain_scores_gemma":[0.9991192,0.0001413692,0.00008510385,0.00008417583,0.0003181504,0.0002519791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001342148,0.000705789,0.01067714,0.0005646952,0.00005854313,0.0006231127,0.0003198325,0.05197404,0.8933892,0.001458742,0.001478141,0.03740865],"study_design_scores_gemma":[0.0007568795,0.01826289,0.03733975,0.0001523394,0.0001644022,0.0009019963,0.000543266,0.3802406,0.5441629,0.0005337627,0.016701,0.0002403123],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8463023,0.0001582248,0.1448723,0.0001999432,0.0001585488,0.0009713485,0.0006190073,0.00108707,0.005631221],"genre_scores_gemma":[0.9568865,0.00006928585,0.04038496,0.00003829887,0.000007655108,0.0003144387,0.0001933301,0.0000363112,0.002069183],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00189841,"threshold_uncertainty_score":0.006350815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06079097618149695,"score_gpt":0.3100960843416121,"score_spread":0.2493051081601152,"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."}}