{"id":"W2082028558","doi":"10.1520/jai101818","title":"Accurate Determination of Surface Heat Fluxes During Quenching Characterized by Boiling Water Heat Transfer","year":2008,"lang":"en","type":"article","venue":"Journal of ASTM International","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Boiling; Quenching (fluorescence); Boiling heat transfer; Materials science; Heat transfer; Nucleate boiling; Thermodynamics; Critical heat flux; Heat transfer coefficient; Fluorescence","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":[0.0004259321,0.0003233452,0.0003310295,0.0005379933,0.0003261664,0.0004343375,0.0003313051,0.0003908458,0.0008181604],"category_scores_gemma":[0.001005137,0.0002245863,0.0001551969,0.0003490188,0.0008797198,0.0006659628,0.0002848227,0.0008017768,0.0002538118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003116481,"about_ca_system_score_gemma":0.0001874566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001089277,"about_ca_topic_score_gemma":0.001066242,"domain_scores_codex":[0.9996076,0.00004855806,0.00001117697,0.00006666408,0.0002220467,0.00004401866],"domain_scores_gemma":[0.9995744,0.0001817079,0.00005532885,0.00005423247,0.000121798,0.00001260111],"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":[0.0001374158,0.00002882474,0.002868857,0.00004172719,0.000005413437,0.00003289344,0.0002213298,0.001495636,0.9857175,0.0002837449,0.0001325755,0.009034122],"study_design_scores_gemma":[0.000008300783,0.000107546,0.009815246,0.000005495165,0.000006905087,0.00004105428,0.00008124438,0.0226408,0.9660781,0.0002928819,0.0009093032,0.00001313097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310711,0.0004042431,0.06511247,0.00008493147,0.00003253352,0.00005224956,0.0003234782,0.0005541694,0.002364767],"genre_scores_gemma":[0.9945484,0.00007930031,0.004900257,0.000009246514,0.000005642898,0.00001644478,0.0000944092,0.00004125385,0.0003049148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001089277,"threshold_uncertainty_score":0.002737045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05215333581641842,"score_gpt":0.3306740066566209,"score_spread":0.2785206708402025,"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."}}