{"id":"W2472732782","doi":"10.1115/1.4033966","title":"Transport Phenomena and Properties in Treelike Networks","year":2016,"lang":"en","type":"article","venue":"Applied Mechanics Reviews","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"China Scholarship Council; Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China","keywords":"Computer science; Phenomenon; Epistemology; Philosophy","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":[0.0002092204,0.0001942165,0.0002272896,0.0005457732,0.0004241618,0.0008111619,0.0003311826,0.0004373997,0.001368872],"category_scores_gemma":[0.0007421892,0.000149236,0.0003237549,0.0005061255,0.0006305457,0.001495943,0.0002278638,0.0003107767,0.0001211808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007206011,"about_ca_system_score_gemma":0.0002803221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195736,"about_ca_topic_score_gemma":0.0007248226,"domain_scores_codex":[0.9999076,0.00001736409,0.000005832428,0.0000311157,0.00002240624,0.00001567758],"domain_scores_gemma":[0.9996806,0.0001384553,0.00007233747,0.00002462292,0.00005923554,0.00002468573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000477645,0.000049106,0.002182955,0.0003328838,0.00002891538,0.000216287,0.0001933203,0.2888855,0.0322002,0.6580229,0.001222438,0.01661781],"study_design_scores_gemma":[0.0000079112,0.00008957261,0.00288525,0.0000452971,0.0000247018,0.0002177452,0.00009430235,0.7424558,0.00766065,0.238092,0.008395392,0.00003141267],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5309142,0.007243872,0.4210579,0.0006619159,0.0001158826,0.00007389609,0.0005040421,0.000231335,0.03919684],"genre_scores_gemma":[0.9681193,0.003733012,0.02399246,0.00008407194,0.00003787707,0.00006289934,0.0002070182,0.00003338469,0.003729993],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001368872,"threshold_uncertainty_score":0.0052284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897170601386762,"score_gpt":0.1924725244733786,"score_spread":0.173500818459511,"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."}}