{"id":"W2811155912","doi":"10.1016/j.jtice.2018.06.003","title":"Determination of thermal conductivity ratio of CuO/ethylene glycol nanofluid by connectionist approach","year":2018,"lang":"en","type":"article","venue":"Journal of the Taiwan Institute of Chemical Engineers","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Nanofluid; Thermal conductivity; Ethylene glycol; Materials science; Thermodynamics; Heat transfer; Thermal; Chemical engineering; Physics; Engineering","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":[0.0002502216,0.0003886916,0.0002473842,0.0007387136,0.0002901481,0.0003225681,0.0004231046,0.0004500721,0.0006698329],"category_scores_gemma":[0.0005617603,0.0002565249,0.0002058743,0.0004620212,0.0002712394,0.0005048727,0.000261197,0.0004541068,0.0001835028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003829286,"about_ca_system_score_gemma":0.0002043983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001084707,"about_ca_topic_score_gemma":0.001758859,"domain_scores_codex":[0.9997627,0.0000362561,0.00001071386,0.00009276551,0.00007406704,0.00002353472],"domain_scores_gemma":[0.9998583,0.0000540949,0.0000260935,0.0000120676,0.00003981843,0.000009637643],"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":[0.0001208304,0.00003637476,0.001734687,0.00009236222,0.00001439975,0.00007061143,0.00006598073,0.0008522519,0.9825179,0.0003130428,0.00007017821,0.01411129],"study_design_scores_gemma":[0.00001160634,0.00009633476,0.005872758,0.000007477575,0.00003590671,0.0001043729,0.00005813168,0.02767803,0.9651216,0.0002220132,0.0007706872,0.00002101935],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9249291,0.0009197634,0.06884243,0.00007737938,0.00005553891,0.00008542015,0.000188659,0.0004099534,0.004491684],"genre_scores_gemma":[0.9853018,0.0003048745,0.01349369,0.00001848129,0.000007156319,0.00004067572,0.00006092961,0.00001726173,0.0007551256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001084707,"threshold_uncertainty_score":0.002778351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008354582056672487,"score_gpt":0.2047198081392073,"score_spread":0.1963652260825348,"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."}}