{"id":"W1980080211","doi":"10.5098/hmt.v3.3.3003","title":"NUMERICAL INVESTIGATION OF FILM COOLING WITH CHEMICAL HEAT SINK","year":2012,"lang":"en","type":"article","venue":"Frontiers in Heat and Mass Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"National Key Research and Development Program of China","keywords":"Thermal fluids; Frontier; Heat sink; Heat transfer; Thermal; Materials science; Mechanical engineering; Thermodynamics; Environmental science; Engineering; Political science; Thermal resistance; Physics; Law","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":[0.0003392082,0.0004738925,0.0007140352,0.0005011922,0.0007969255,0.001025437,0.0009485906,0.001727874,0.007073464],"category_scores_gemma":[0.001934962,0.0003825706,0.0005528189,0.0003957807,0.0009676223,0.0007444545,0.0005541579,0.0006925589,0.0003357274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001010796,"about_ca_system_score_gemma":0.001093632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02161257,"about_ca_topic_score_gemma":0.01110729,"domain_scores_codex":[0.9998572,0.00002696257,0.00000531716,0.00002270489,0.00003765299,0.00005012822],"domain_scores_gemma":[0.9993553,0.0003965603,0.0000556943,0.00002939873,0.0001187103,0.00004447109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001734795,0.00007727688,0.001576751,0.0002414213,0.00002810507,0.0003430576,0.00008383992,0.9713488,0.01366316,0.008305779,0.001452926,0.002705378],"study_design_scores_gemma":[0.00003013843,0.00003645884,0.000361989,0.000009271605,0.000006891229,0.00001605552,0.00002216562,0.9974251,0.001239121,0.0003264239,0.0005206284,0.000005883334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8267601,0.00256672,0.05311764,0.002631509,0.0005676862,0.0003113587,0.001377343,0.0005480523,0.1121196],"genre_scores_gemma":[0.9827502,0.0003121279,0.007421385,0.00008574429,0.00003433468,0.000084923,0.0001391844,0.00007554713,0.009096605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02161257,"threshold_uncertainty_score":0.04297352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007389498087379688,"score_gpt":0.1823520346126096,"score_spread":0.1749625365252299,"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."}}