{"id":"W2738747060","doi":"10.1615/heattransres.2017019594","title":"HEAT TRANSFER OF IMPINGING SEAWATER SPRAY AND ICE ACCUMULATION ON MARINE VESSEL SURFACES","year":2017,"lang":"en","type":"article","venue":"Heat Transfer Research","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Sea ice growth processes; Icing; Thermal conduction; Heat transfer; Brine; Materials science; Seawater; Salinity; Heat flux; Thermal conductivity; Environmental science; Sea ice thickness; Sea ice; Mechanics; Geology; Atmospheric sciences; Thermodynamics; Arctic ice pack; Composite material; Oceanography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007786539,0.0001769686,0.0002675075,0.0003016433,0.0003801629,0.0001408756,0.0003050102,0.0001693598,0.00003393853],"category_scores_gemma":[0.00005263051,0.0001534216,0.00004978,0.0001333064,0.000218775,0.0002257323,0.00004783903,0.0005310738,0.00001400145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004424893,"about_ca_system_score_gemma":0.00001610998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007474102,"about_ca_topic_score_gemma":0.0001426478,"domain_scores_codex":[0.998534,0.00005917508,0.0002227698,0.0002670578,0.000411348,0.0005056133],"domain_scores_gemma":[0.9990737,0.0001935072,8.127247e-7,0.0005735083,0.00008840552,0.00006999543],"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":[0.0003989083,0.0001223412,0.02833008,0.001873657,0.000165291,0.00004990441,0.003110777,0.02637828,0.8997791,0.002155433,0.0004467536,0.03718943],"study_design_scores_gemma":[0.0006843708,0.0001868675,0.03461738,0.0002493737,0.00001200531,0.000005888793,0.00011694,0.01312033,0.9500523,0.0002080349,0.0005505437,0.0001959232],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918873,0.00008233068,0.003085079,0.0009350759,0.0001066185,0.0002694559,0.000008026447,0.0002904164,0.003335753],"genre_scores_gemma":[0.999298,0.0004384853,0.00009466337,0.00000858779,0.00003704117,0.000016247,0.000005756167,0.00004457895,0.00005657859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05027319,"threshold_uncertainty_score":0.6256351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1077960005547575,"score_gpt":0.3615054721232511,"score_spread":0.2537094715684935,"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."}}