{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"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":"5685c344a6cf","filters":{"venue":"Multiphase Science and Technology"}},"results":[{"id":"W2071144491","doi":"10.1615/multscientechn.v13.i1-2.30","title":"CURRENT STATE OF KNOWLEDGE ON TWO-PHASE FLOW IN HORIZONTAL IMPACTING TEE JUNCTIONS","year":2001,"lang":"en","type":"article","venue":"Multiphase Science and Technology","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Manitoba","funders":"","keywords":"Inlet; Mechanics; Flow (mathematics); Base (topology); Momentum (technical analysis); Phase (matter); Current (fluid); Geology; Physics; Mathematics; Thermodynamics; Mathematical analysis; Geomorphology","authors":[{"name":"A. M. F. El-Shaboury","is_ca":true},{"name":"H.M. Soliman","is_ca":true},{"name":"G.E. Sims","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01641591801849997,"gpt":0.3338729104897332,"spread":0.3174569924712332,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003424321,0.000892283,0.002926621,0.004640601,0.001102674,0.003788471,0.002574869,0.002855539,0.003564556],"category_scores_gemma":[0.01005996,0.001029226,0.001121675,0.004015835,0.002054065,0.008556975,0.001438018,0.001117696,0.001572104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008479256,"about_ca_system_score_gemma":0.002199754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003478558,"about_ca_topic_score_gemma":0.003140232,"domain_scores_codex":[0.9980369,0.0003041773,0.0004357749,0.0004537273,0.0006039568,0.0001654501],"domain_scores_gemma":[0.9728674,0.02096229,0.002930788,0.001183065,0.00180261,0.0002538993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001461016,0.001066827,0.05451896,0.03646,0.0005554846,0.0006576587,0.002385275,0.09070792,0.04478078,0.009678677,0.003810232,0.7539171],"study_design_scores_gemma":[0.0001036951,0.004367329,0.1519054,0.01432187,0.002232501,0.005201057,0.01353138,0.2972505,0.1918626,0.06883904,0.2489362,0.001448379],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4413485,0.3676362,0.1535698,0.002244229,0.0002963474,0.0001728068,0.005533532,0.001854445,0.02734416],"genre_scores_gemma":[0.6800281,0.2822709,0.0288259,0.0005626767,0.0006843708,0.0001456497,0.005764343,0.00019652,0.001521496],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004640601,"threshold_uncertainty_score":0.01810974,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2047400124","doi":"10.1615/multscientechn.v25.i2-4.100","title":"INVESTIGATION OF SUBCOOLEDWATER DISCHARGE THROUGH SIMULATED STEAM GENERATOR TUBE CRACKS","year":2013,"lang":"en","type":"article","venue":"Multiphase Science and Technology","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Nuclear Safety Commission","funders":"","keywords":"Mechanics; Flashing; Materials science; Mass flux; Choking; Flow (mathematics); Two-phase flow; Mass flow rate; Homogeneous; Boiler (water heating); Thermal hydraulics; Work (physics); Tube (container); Leak; Volumetric flow rate; Pressure drop; Thermodynamics; Composite material; Heat transfer; Physics","authors":[{"name":"Shripad T. Revankar","is_ca":false},{"name":"Brian Wolf","is_ca":false},{"name":"Jovica Riznic","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009200541658308647,"gpt":0.2051919530361891,"spread":0.1959914113778805,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001385835,0.0001859772,0.000370678,0.0002753765,0.0002474864,0.0002362498,0.0003442711,0.0004464688,0.0007751679],"category_scores_gemma":[0.0005135946,0.0001450887,0.0002773881,0.000209546,0.0003348971,0.0003383347,0.0002800676,0.0003162846,0.00006174963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003563134,"about_ca_system_score_gemma":0.0003173209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00227889,"about_ca_topic_score_gemma":0.002301436,"domain_scores_codex":[0.9998891,0.00001396908,0.000006569258,0.00002255468,0.0000447746,0.00002292682],"domain_scores_gemma":[0.9996583,0.0001789253,0.0000427523,0.000026583,0.00006672241,0.00002666059],"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":[0.0006229827,0.0002206976,0.02656844,0.0001930564,0.00003317272,0.0008270371,0.000545569,0.1000028,0.8584926,0.0004576996,0.0001453309,0.01189055],"study_design_scores_gemma":[0.00005744657,0.001417213,0.02292643,0.0000131791,0.00002583085,0.0001640926,0.0003210857,0.4499725,0.5242766,0.000222361,0.0005754864,0.00002778788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986317,0.0000183928,0.001077782,0.000006989222,0.000001088644,0.000009539386,0.00006056197,0.00003553362,0.0001584021],"genre_scores_gemma":[0.9992269,0.00002322575,0.0005310212,0.000002321055,5.078957e-7,0.0000064043,0.00004343596,0.000005877308,0.0001601565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00227889,"threshold_uncertainty_score":0.004531205,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2093864054","doi":"10.1615/multscientechn.v18.i2.20","title":"SYSTEMATIC APPROACH TO CLOSURE RELATIONS FOR DISPERSE PARTICLE FLOWS: INTER-PHASE FORCE","year":2006,"lang":"en","type":"article","venue":"Multiphase Science and Technology","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Closure (psychology); Momentum (technical analysis); Particle (ecology); Classical mechanics; Relation (database); Phase (matter); Mechanics; Closure problem; Statistical physics; Physics; Mathematics; Computer science; Geology; Law","authors":[{"name":"Andréa Prosperetti","is_ca":false},{"name":"Kengo Ichiki","is_ca":true},{"name":"Q. Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009563908305568478,"gpt":0.2535282039246844,"spread":0.2439642956191159,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004235103,0.0008922241,0.001180365,0.00250251,0.001260915,0.001858742,0.001633472,0.001104339,0.001751923],"category_scores_gemma":[0.007369383,0.0004434033,0.001864168,0.0008606804,0.003681478,0.00528424,0.002901819,0.003226119,0.000532296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001217483,"about_ca_system_score_gemma":0.001477759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006876611,"about_ca_topic_score_gemma":0.0006625594,"domain_scores_codex":[0.9983328,0.0005570701,0.0001339241,0.0002119974,0.0006747334,0.00008944337],"domain_scores_gemma":[0.9972351,0.001354669,0.0002441082,0.0004785454,0.0005503514,0.0001373529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003549778,0.00001574601,0.00008076869,0.00004093361,0.000005750785,0.00004883466,0.0001267863,0.006166073,0.00101272,0.986463,0.0003264522,0.005709427],"study_design_scores_gemma":[0.000006093723,0.00002089981,0.0001020108,0.00003347724,0.000007269496,0.00009550421,0.00002910143,0.1138184,0.0009738712,0.8781681,0.006725998,0.00001918054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005541352,0.0007040129,0.9889719,0.0002741328,0.00007993172,0.00003746192,0.00003776179,0.00004745201,0.004306023],"genre_scores_gemma":[0.3341079,0.003507709,0.6539991,0.0003958476,0.0006301458,0.0004170506,0.0002557564,0.0003473454,0.006339061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004235103,"threshold_uncertainty_score":0.02239764,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2253111063","doi":"10.1615/multscientechn.v26.i3.30","title":"GAS-PHASE PROBABILITY DISTRIBUTION IN LIQUID CROSS-FLOW","year":2014,"lang":"en","type":"article","venue":"Multiphase Science and Technology","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"","keywords":"Shadowgraphy; Mechanics; Breakup; Nozzle; Jet (fluid); Dimensionless quantity; Flow (mathematics); Materials science; Two-phase flow; Turbulence; Reynolds number; Perpendicular; Thermodynamics; Physics; Optics; Mathematics; Geometry","authors":[{"name":"Miguel Balzan","is_ca":true},{"name":"Brian A. Fleck","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00656910606805699,"gpt":0.2569683060951543,"spread":0.2503992000270973,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005516079,0.0001375909,0.0001536274,0.0006324835,0.0001499939,0.0004186662,0.0002111563,0.0002128311,0.0009120457],"category_scores_gemma":[0.002457737,0.0001303504,0.0001263595,0.0003821713,0.0004814156,0.0005687618,0.0002659482,0.0002210196,0.0001528411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006053942,"about_ca_system_score_gemma":0.0002605511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001338053,"about_ca_topic_score_gemma":0.0005183027,"domain_scores_codex":[0.9998154,0.00003220229,0.000004854692,0.00005193809,0.00006127032,0.0000343028],"domain_scores_gemma":[0.9982837,0.001129647,0.0002345218,0.000054386,0.0002270678,0.00007068582],"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":[0.0017315,0.0001838882,0.1012562,0.000239755,0.00005482487,0.001097659,0.0006258323,0.2000999,0.6293844,0.01526951,0.0004617856,0.04959473],"study_design_scores_gemma":[0.00002360735,0.0003198099,0.0622957,0.000009982376,0.00001789806,0.0002621683,0.0001151094,0.7537075,0.1806076,0.002039595,0.0005603319,0.00004080536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529438,0.0000912167,0.04593643,0.00002057366,0.000002950999,0.00001244841,0.00008265109,0.0001934659,0.0007164537],"genre_scores_gemma":[0.9979518,0.00002424893,0.001805399,0.000002973613,0.000001405462,0.000005071332,0.00006260155,0.000007535991,0.0001389274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001338053,"threshold_uncertainty_score":0.004392445,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}