{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"46ba57a806cd","filters":{"venue":"American Journal of Heat and Mass Transfer"}},"results":[{"id":"W2745466952","doi":"10.7726/ajhmt.2017.1014","title":"Numerical Study of Mixed Convection Flows in a U-shaped Channel: Application to the Canadian Well","year":2017,"lang":"en","type":"article","venue":"American Journal of Heat and Mass Transfer","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Mechanics; Channel (broadcasting); Convection; Combined forced and natural convection; Geology; Environmental science; Meteorology; Physics; Computer science; Natural convection; Telecommunications","authors":[{"name":"Meryem Naoum","is_ca":false},{"name":"Mustapha El Alami","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.006516372117536704,"gpt":0.2220843813047874,"spread":0.2155680091872507,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003220104,0.0006076055,0.000755402,0.00108035,0.002276907,0.001510123,0.001463735,0.001694495,0.001653027],"category_scores_gemma":[0.001300351,0.0003837086,0.0005778488,0.001485058,0.001715497,0.0005551052,0.0006889228,0.0007008971,0.00008894512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00516166,"about_ca_system_score_gemma":0.006954036,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6950586,"about_ca_topic_score_gemma":0.5764375,"domain_scores_codex":[0.9998407,0.0000185927,0.000006049797,0.00002584361,0.00002878404,0.00007996275],"domain_scores_gemma":[0.9994687,0.0002378307,0.00004303722,0.00002142183,0.000117346,0.0001116818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003401746,0.0004118488,0.01476767,0.0000673426,0.00003646022,0.0005512082,0.000228642,0.9673006,0.006848474,0.003135464,0.0006657612,0.005646299],"study_design_scores_gemma":[0.00005515602,0.00006837086,0.004496098,0.000005241783,0.00001378586,0.00002241321,0.0002185771,0.9935048,0.00116702,0.0001941673,0.0002272268,0.0000271813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942802,0.0001005596,0.001391399,0.0001309239,0.00001389953,0.0000335755,0.000121789,0.00005943558,0.003868143],"genre_scores_gemma":[0.997438,0.00005651772,0.001477427,0.00001283268,0.000003755323,0.00001065757,0.00004536409,0.000009359518,0.0009460146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3049414,"threshold_uncertainty_score":0.6134744,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}