{"id":"W4386548923","doi":"10.2139/ssrn.4565731","title":"Accuracy Evaluation of Heat Pulse Method to Determine Ice Thermal Conductivity","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Thermal conductivity; Materials science; Pulse (music); Thermal; Thermal conduction; Environmental science; Mechanics; Meteorology; Physics; Optics; Composite material","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":[0.001008508,0.0003701028,0.0003819836,0.0007024639,0.0003156857,0.0006278148,0.0008851662,0.0006417869,0.001210508],"category_scores_gemma":[0.003154077,0.0002419508,0.0003436679,0.0004522456,0.0002603586,0.0006349434,0.0004781327,0.0005881066,0.0004667726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003714614,"about_ca_system_score_gemma":0.0004851435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002501227,"about_ca_topic_score_gemma":0.001981474,"domain_scores_codex":[0.999084,0.0001731314,0.00003215308,0.0001703023,0.0004941918,0.00004624228],"domain_scores_gemma":[0.9976627,0.00105987,0.00009611551,0.0003041009,0.0008414788,0.00003581081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001512669,0.0002028204,0.02927981,0.000690066,0.0002562311,0.0002373473,0.0005147175,0.09720228,0.3456261,0.004446854,0.002733617,0.5172974],"study_design_scores_gemma":[0.00003465512,0.0002714153,0.01264764,0.00002546551,0.00007700185,0.0002084905,0.00008887607,0.7425833,0.2409242,0.0007872276,0.002311714,0.00004015115],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2144214,0.001257039,0.7782317,0.0001246728,0.0001960703,0.00007193437,0.0002751986,0.001459047,0.003962979],"genre_scores_gemma":[0.8659843,0.0004297659,0.1308156,0.00004072438,0.00004100963,0.00005705374,0.0002303361,0.0001353764,0.002265884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002501227,"threshold_uncertainty_score":0.005333602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06517982480368459,"score_gpt":0.3451662334922291,"score_spread":0.2799864086885445,"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."}}