{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007373761,0.0003206102,0.0005032257,0.0004409141,0.00008628353,0.00005262358,0.0005582689,0.0003425598,0.000014728],"category_scores_gemma":[0.0006492398,0.0003015797,0.0001845488,0.0002747471,0.00002798229,0.0001127855,0.0002816785,0.003780341,0.0000248432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00144831,"about_ca_system_score_gemma":0.001296753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002896117,"about_ca_topic_score_gemma":0.0003904055,"domain_scores_codex":[0.996882,0.0002598008,0.0004869916,0.0002990026,0.000602751,0.00146941],"domain_scores_gemma":[0.9987746,0.0002087423,0.0001478548,0.0005163125,0.0002933773,0.00005905833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002116793,0.00001707872,0.00007110051,0.00006668954,0.0002232828,0.000002280905,0.0002130133,0.4195074,0.01060583,0.0004326039,0.00007794179,0.5687616],"study_design_scores_gemma":[0.001590773,0.0005966795,0.003381279,0.0008385564,0.001077564,0.0005260881,0.001801475,0.4797811,0.1855882,0.3231894,0.0002191832,0.001409727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.706112,0.001688623,0.2895232,0.0004235143,0.0008244732,0.0004140507,0.00001171963,0.0006897032,0.0003128101],"genre_scores_gemma":[0.995778,0.0009293095,0.0027996,0.00001193928,0.0002600562,0.00004101443,0.00000867124,0.0000834446,0.00008796325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5673519,"threshold_uncertainty_score":0.9999436,"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."}}