{"id":"W2291674843","doi":"10.13140/rg.2.1.5100.8481","title":"étude numérique de l'écoulement dans un collecteur solaire à tubes sous vide ouverts des deux côtés","year":2015,"lang":"fr","type":"article","venue":"Espace École de technologie supérieure (École de technologie supérieure)","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003657425,0.0005528053,0.0006689921,0.0006770468,0.0008964258,0.001411042,0.000694895,0.0006731104,0.002726301],"category_scores_gemma":[0.000731851,0.0004007262,0.0008482145,0.000989924,0.0005064752,0.0008060118,0.000371059,0.0006119373,0.0004972739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003384974,"about_ca_system_score_gemma":0.002525278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2262967,"about_ca_topic_score_gemma":0.3582131,"domain_scores_codex":[0.9996341,0.00001400861,0.00001153025,0.00008875544,0.0002058447,0.00004573752],"domain_scores_gemma":[0.9994805,0.000144798,0.00005351006,0.00003717976,0.0002553721,0.00002868709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006611049,0.0002553991,0.1159179,0.0009884166,0.0001675222,0.0006013192,0.001319687,0.3574763,0.417117,0.003980165,0.001875003,0.09964029],"study_design_scores_gemma":[0.00004830257,0.0004944547,0.132331,0.00007277303,0.0001442804,0.000249776,0.000984968,0.6128812,0.2353976,0.0008656233,0.0163957,0.0001342577],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446784,0.0004572945,0.04447822,0.0001022243,0.00004956834,0.0000795159,0.001650361,0.0008030511,0.007701413],"genre_scores_gemma":[0.956934,0.0004325524,0.02635131,0.0000318295,0.000005615251,0.0001047154,0.001056376,0.0001737884,0.0149099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2262967,"threshold_uncertainty_score":0.449959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02402407200221797,"score_gpt":0.2595262413743797,"score_spread":0.2355021693721618,"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."}}