{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"835731a9e3be","filters":{"venue":"CFD letters"}},"results":[{"id":"W4286719099","doi":"10.37934/cfdl.14.7.1830","title":"Effects of the Conjugate Heat Transfer and Heat Flux Strength on the Thermal Characteristics of Impinging Jets","year":2022,"lang":"en","type":"article","venue":"CFD letters","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Compute Canada","keywords":"Heat flux; Nusselt number; Heat transfer; Thermal conduction; Mechanics; Jet (fluid); Materials science; Convective heat transfer; Boundary layer; Film temperature; Thermodynamics; Heat transfer coefficient; Critical heat flux; Stagnation point; Thermal conductivity; Reynolds number; Composite material; Physics; Turbulence","authors":[{"name":"G. Nasif","is_ca":false},{"name":"Yasser El-Okda","is_ca":false},{"name":"Mouza Alzaabi","is_ca":false},{"name":"Habiba Almohsen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004970540338852401,"gpt":0.1645452441225194,"spread":0.1595747037836669,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000168488,0.0001495765,0.0002012437,0.00004257913,0.0001121778,0.00001035985,0.0002059549,0.00002742362,0.00005261595],"category_scores_gemma":[0.000009173141,0.0001027517,0.00007908312,0.0001115195,0.00006202146,0.00003052245,0.00002876517,0.0002919269,0.000001229728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003607941,"about_ca_system_score_gemma":0.000008187834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000996047,"about_ca_topic_score_gemma":5.744226e-7,"domain_scores_codex":[0.9991369,0.0001165845,0.000197605,0.0001223132,0.0002086235,0.0002179981],"domain_scores_gemma":[0.9994829,0.0002415871,0.000004222766,0.0002306746,0.000007058595,0.00003353885],"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":[0.00001426843,0.00001545236,0.0001317752,0.0001801782,0.00005012631,0.000006183405,0.001493325,0.002970567,0.9940797,0.0004336368,0.00007698572,0.0005477993],"study_design_scores_gemma":[0.0004797993,0.00008176623,0.009868648,0.0000920685,0.00005130278,0.000005952987,0.00006878202,0.003978382,0.9849581,0.000008323746,0.0002628517,0.0001440883],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965039,0.00006292449,0.001071276,0.001463679,0.0003792125,0.000340249,0.00004072045,0.00004774308,0.00009026419],"genre_scores_gemma":[0.9986562,0.000008958804,0.00001254164,0.001209327,0.00003462506,0.00003496285,0.00000342663,0.00003678443,0.000003138833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009736873,"threshold_uncertainty_score":0.4190092,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4282842363","doi":"10.37934/cfdl.14.5.115","title":"Secondary Currents at Very Low and High Aspect Ratios of Open Channels","year":2022,"lang":"en","type":"article","venue":"CFD letters","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada","keywords":"Turbulence kinetic energy; Turbulence; Kinetic energy; Mechanics; Transverse plane; Aspect ratio (aeronautics); Flow (mathematics); Reynolds stress; Reynolds number; Open-channel flow; Physics; Geometry; Classical mechanics; Mathematics","authors":[{"name":"Monsif Shinneeb","is_ca":false},{"name":"G. Nasif","is_ca":false},{"name":"Ram Balachandar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007098207182876845,"gpt":0.1947446559787221,"spread":0.1876464487958452,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007248385,0.00009092843,0.0001342178,0.00005766391,0.000076864,0.0000320621,0.000206739,0.00001450311,0.000476837],"category_scores_gemma":[0.000002415774,0.0001019044,0.00002834851,0.00007544619,0.00001894789,0.0001040897,0.0003066282,0.0001272839,0.000008791266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006914682,"about_ca_system_score_gemma":0.000006828848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002622305,"about_ca_topic_score_gemma":0.000002504813,"domain_scores_codex":[0.9994871,0.00001714466,0.0001261416,0.0001297233,0.000105469,0.0001344086],"domain_scores_gemma":[0.9997723,0.00001799899,0.00002070802,0.0001491149,0.000004757462,0.00003519695],"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":[0.00007056301,0.00009709829,0.003453528,0.0005211595,0.0002911949,0.0001081737,0.001511646,0.687502,0.08283739,0.001235626,0.2131691,0.009202609],"study_design_scores_gemma":[0.00405906,0.0001833862,0.01338472,0.0001080088,0.00006508381,0.00004030676,0.00007234414,0.9106537,0.008393217,0.000386743,0.06158876,0.001064688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971915,0.0002756144,0.0001437012,0.0004237742,0.001119419,0.0001811696,0.00007978571,0.00003627814,0.0005487353],"genre_scores_gemma":[0.9991181,0.00002212012,0.00007031993,0.0005025858,0.00005059567,0.00003189298,0.00006325715,0.00002198663,0.0001191715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2231517,"threshold_uncertainty_score":0.5221031,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2546084904","doi":"","title":"Computational Fluidization and Multiphase Flow","year":2011,"lang":"en","type":"article","venue":"CFD letters","topic":"Granular flow and fluidized beds","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Fluidization; Mechanics; Multiphase flow; Flow (mathematics); Computational fluid dynamics; Momentum (technical analysis); Thermodynamics; Physics; Fluidized bed","authors":[{"name":"Dimitri Gidaspow","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01168336130322568,"gpt":0.1728562852125848,"spread":0.1611729239093591,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003254082,0.00006920497,0.00005768656,0.00004612124,0.00003124225,0.0000117889,0.00003560985,0.00002630443,0.00005683214],"category_scores_gemma":[0.000004254288,0.00007198576,0.00001779001,0.00005265158,0.00002502123,0.00007827832,0.000006786156,0.00004423593,0.00003943207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009671156,"about_ca_system_score_gemma":0.000001868491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002864598,"about_ca_topic_score_gemma":3.453946e-7,"domain_scores_codex":[0.9996839,0.000007457142,0.00007836888,0.00007661775,0.00005648783,0.00009713805],"domain_scores_gemma":[0.9998733,0.00001044328,0.000005152402,0.00005981518,0.000009667364,0.00004159582],"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":[0.00004303403,0.00009896942,0.01075125,0.0002060823,0.0001851674,0.0001129782,0.007500294,0.09582342,0.7686115,0.001602753,0.07064009,0.04442444],"study_design_scores_gemma":[0.001298866,0.00001954984,0.007000756,0.00001847441,0.0000268055,0.00002118339,0.00002755154,0.9606376,0.02585164,0.000266248,0.004496213,0.0003351666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5638447,0.0001277428,0.4350267,0.0001002589,0.000212612,0.00006516901,0.000005915655,0.0001826256,0.0004343611],"genre_scores_gemma":[0.9606869,0.000009371344,0.03866497,0.0005309547,0.00005113484,0.000005164173,0.00003023334,0.00001759031,0.000003714863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8648141,"threshold_uncertainty_score":0.2935494,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}