{"id":"W2047441834","doi":"10.1016/s1359-4311(99)00044-7","title":"Prediction of convective boiling characteristics of alternatives to R-502 inside air/refrigerant enhanced surface tubing","year":2000,"lang":"en","type":"article","venue":"Applied Thermal Engineering","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Moncton","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Refrigerant; Boiling; Mechanics; Convection; Materials science; Thermodynamics; Environmental science; Meteorology; Nuclear engineering; Engineering; Heat exchanger; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003662393,0.000472938,0.000681626,0.0005230209,0.0003810539,0.0007457976,0.0004373144,0.0006121994,0.001428455],"category_scores_gemma":[0.000591945,0.0002568798,0.0005583431,0.000253435,0.0004115751,0.0004668954,0.0003145816,0.0004392312,0.0003146326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007587774,"about_ca_system_score_gemma":0.0003106679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004236951,"about_ca_topic_score_gemma":0.002641815,"domain_scores_codex":[0.9998374,0.00003540593,0.000007181185,0.00004225296,0.00003813776,0.00003958385],"domain_scores_gemma":[0.9996361,0.000195885,0.00003414134,0.0000221542,0.00008585752,0.00002592582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002354129,0.0004155265,0.02345068,0.0002415228,0.00006815406,0.0002173749,0.0001428003,0.3859413,0.5639771,0.0008623516,0.0004248641,0.02190424],"study_design_scores_gemma":[0.00005307363,0.0008292,0.01109859,0.000005935198,0.00004300514,0.00002064267,0.00003879041,0.801638,0.1858652,0.0001045472,0.0002822129,0.00002084431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99673,0.00005479743,0.002362788,0.00001244682,0.000005452862,0.00001065608,0.00004224986,0.00005257739,0.0007290927],"genre_scores_gemma":[0.9990963,0.00001852041,0.0005409222,0.00000194304,0.000001606244,0.000004944637,0.00003850117,0.000008251784,0.0002891041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004236951,"threshold_uncertainty_score":0.00842452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00728114472541279,"score_gpt":0.1753161900694034,"score_spread":0.1680350453439906,"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."}}