{"id":"W4399862485","doi":"10.1002/cjce.25368","title":"Optimal design of coolant jacket for cryogen transfer pipelines","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Spacecraft and Cryogenic Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coolant; Pipeline transport; Materials science; Mechanical engineering; Nuclear engineering; Engineering; Structural engineering; Marine engineering; Petroleum engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002042629,0.0001214898,0.0001925074,0.0001511383,0.00001614653,0.0000346449,0.0002751171,0.0001003639,0.00001864502],"category_scores_gemma":[0.00008680469,0.00008971467,0.0001282697,0.0001597049,0.00004563522,0.00006154623,0.000004146174,0.0002462212,0.000001253484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008682803,"about_ca_system_score_gemma":0.0001459555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003626883,"about_ca_topic_score_gemma":0.00001501601,"domain_scores_codex":[0.999349,0.000003088623,0.000262025,0.00005581519,0.00008782522,0.0002422714],"domain_scores_gemma":[0.999569,0.0001406282,0.00001080498,0.00009825981,0.00005315842,0.0001281514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001351108,0.000001897628,0.00000437907,0.0001746017,0.000186138,0.0000298405,0.0003146848,0.5180855,0.4742374,0.0007606483,0.004660797,0.001530585],"study_design_scores_gemma":[0.000200487,0.00004436837,0.000005507447,0.0001955639,0.00008848645,0.0001705676,0.00004112695,0.3532956,0.6397908,0.0001761098,0.005823869,0.0001674539],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5508949,0.01404947,0.4332473,0.0006010463,0.0007570807,0.0001976718,0.00004719618,0.0001745063,0.00003080167],"genre_scores_gemma":[0.9956279,0.000024739,0.004113955,0.000006615302,0.0001708931,0.00000692539,0.000001088536,0.00003600575,0.00001191411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4447329,"threshold_uncertainty_score":0.3658458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502098329317477,"score_gpt":0.1943945138506568,"score_spread":0.179373530557482,"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."}}