{"id":"W4296085575","doi":"","title":"Numerical and experimental visualisation of reverse flow in an inclined isothermal tube","year":2005,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Tube (container); Mechanics; Isothermal process; Flow visualization; Flow (mathematics); Visualization; Materials science; Computer science; Physics; Thermodynamics; Composite material; Artificial intelligence","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":[0.000277445,0.0003559914,0.000400876,0.000665124,0.000622822,0.0006626031,0.0005429648,0.001000612,0.006093781],"category_scores_gemma":[0.000668797,0.0002708712,0.0002939462,0.0004750222,0.0009377206,0.0003149393,0.0005264813,0.001037742,0.0002605968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004085943,"about_ca_system_score_gemma":0.0004895672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001775137,"about_ca_topic_score_gemma":0.001384144,"domain_scores_codex":[0.9998388,0.00001904433,0.00001022928,0.00002620577,0.00006573619,0.00003985246],"domain_scores_gemma":[0.9993445,0.0003406331,0.00005870317,0.00007083818,0.00008280321,0.0001024334],"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":[0.001972646,0.0008458681,0.005597871,0.0004150163,0.00002598482,0.001206241,0.001026679,0.06915183,0.8941067,0.005104489,0.001379724,0.01916688],"study_design_scores_gemma":[0.000504754,0.002639916,0.09571131,0.0001688912,0.00006061511,0.001422003,0.000771184,0.4997356,0.3893325,0.002030779,0.007430368,0.0001921369],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807192,0.0002365232,0.007475946,0.0002923241,0.00008092402,0.00008388238,0.0005921581,0.0005516353,0.009967452],"genre_scores_gemma":[0.9875789,0.0001474199,0.008640698,0.00002385466,0.00001743792,0.00003800678,0.0002216818,0.00004603332,0.003285901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006093781,"threshold_uncertainty_score":0.02038568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0125654356805217,"score_gpt":0.2400432472306231,"score_spread":0.2274778115501014,"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."}}