{"id":"W1657389339","doi":"10.1007/978-1-4757-4221-3_5","title":"Compact Heat Transfer Flow Structures","year":2004,"lang":"en","type":"book-chapter","venue":"","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Porous medium; Flow (mathematics); Heat transfer; Computer science; Heat exchanger; Mechanical engineering; Porosity; Mechanics; Materials science; Engineering drawing; Engineering; Physics","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":[0.0001350353,0.0005320335,0.000609562,0.0004566053,0.000412951,0.0009844524,0.0005321542,0.0004892628,0.01075561],"category_scores_gemma":[0.0003292032,0.000357911,0.0002741963,0.0005228653,0.000664988,0.00169061,0.0006512803,0.0009105817,0.002155029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004505198,"about_ca_system_score_gemma":0.0002338092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002867764,"about_ca_topic_score_gemma":0.0003807884,"domain_scores_codex":[0.9998997,0.00001136173,0.000003686493,0.00002039574,0.00005365502,0.00001117518],"domain_scores_gemma":[0.99991,0.00003103348,0.000008834762,0.00002515222,0.00001950147,0.000005412296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001007915,0.0000864907,0.00007797436,0.00047227,0.00001293396,0.00008647684,0.0002645306,0.03830434,0.04408922,0.6270056,0.01425356,0.2752459],"study_design_scores_gemma":[0.00007116559,0.0003926523,0.001171867,0.0002416511,0.00004603642,0.0008207369,0.0001305989,0.1777115,0.0816006,0.336751,0.4010161,0.00004615093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03321948,0.008318623,0.6724518,0.0005398189,0.0007066022,0.0001071512,0.0002428115,0.001673801,0.2827399],"genre_scores_gemma":[0.4647712,0.008052313,0.1459515,0.0002763713,0.0006820473,0.0003024297,0.000585439,0.0005140688,0.3788646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01075561,"threshold_uncertainty_score":0.03598106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412560111057536,"score_gpt":0.2038494174304988,"score_spread":0.1897238163199234,"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."}}