{"id":"W2801759397","doi":"10.1139/tcsme-2002-0007","title":"DESIGN ANALYSIS ON MELTING-FREEZING ROTATING DEVICE TRANSFERRING HEAT FROM A HEAT SOURCE TO A HEAT SINK","year":2002,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Freezing and Crystallization Processes","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Heat sink; Mechanics; Heat transfer; Materials science; Thermodynamics; Mechanical engineering; Heat spreader; Nuclear engineering; Environmental science; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002098131,0.0002831269,0.0003760575,0.0001860615,0.00039103,0.00007144218,0.0003690922,0.0001783853,0.0001000514],"category_scores_gemma":[0.00005654539,0.0002877782,0.0006685525,0.001315593,0.00001681315,0.0001167702,0.000005093651,0.000321687,0.000002967403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003757598,"about_ca_system_score_gemma":0.00003978965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00635519,"about_ca_topic_score_gemma":0.01198783,"domain_scores_codex":[0.9985114,0.00001777849,0.0003952854,0.0003052205,0.0002498726,0.0005204596],"domain_scores_gemma":[0.9988948,0.0003012773,0.00001220399,0.0003649456,0.00006914265,0.0003576704],"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":[0.000003482083,0.00001171557,0.00000145485,0.00009984719,0.0005635314,2.7066e-7,0.002052997,0.9710398,0.02520651,0.00004522042,0.00006408981,0.0009111232],"study_design_scores_gemma":[0.0002762191,0.00005140945,0.000003906812,0.0001628878,0.0004695398,0.000001545345,0.0002867765,0.961665,0.0361255,0.00002054389,0.000643248,0.0002934498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03229584,0.0002534783,0.9660244,0.0003782306,0.0002107934,0.0004091806,0.00009175752,0.0003024426,0.00003389218],"genre_scores_gemma":[0.9671662,0.00001925624,0.03227112,0.0002308434,0.00005594951,0.0001078582,0.000007779425,0.00009024878,0.0000507276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9348704,"threshold_uncertainty_score":0.9999574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872432088993682,"score_gpt":0.197343194629609,"score_spread":0.1786188737396722,"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."}}