{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":34,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":34,"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":"6ac8e0a1d71a","filters":{"venue":"Journal of Porous Media"}},"results":[{"id":"W2006976650","doi":"10.1615/jpormedia.v11.i4.60","title":"Flow and Solute Transport in Saturated Porous Media: 1. The Continuum Hypothesis","year":2008,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carleton University","funders":"","keywords":"Porous medium; Scale (ratio); Statistical physics; Flow (mathematics); Mechanics; Computer science; Porosity; Mathematics; Physics; Geotechnical engineering; Geology","authors":[{"name":"Amgad Salama","is_ca":false},{"name":"Paul J. Van Geel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0162582260765157,"gpt":0.1965913239142054,"spread":0.1803330978376897,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005249009,0.0001355758,0.0002912501,0.00006016122,0.0001286978,0.00001188997,0.000197486,0.00006150346,0.0001611712],"category_scores_gemma":[0.000122723,0.00008296843,0.00005725352,0.0001739136,0.0002943719,0.0002320351,0.00003572947,0.0002364543,0.00002452442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007305816,"about_ca_system_score_gemma":0.00002221236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001340415,"about_ca_topic_score_gemma":0.002669083,"domain_scores_codex":[0.9986517,0.00007005358,0.0004540383,0.0001293849,0.0004627171,0.0002321189],"domain_scores_gemma":[0.9993048,0.0002570006,0.000208683,0.0001038944,0.00003107635,0.00009460175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002458782,0.0003025553,0.7050413,0.00001285962,0.0001464432,0.003148007,0.06787404,0.0001088539,0.007194098,0.00001274961,0.0182192,0.197694],"study_design_scores_gemma":[0.0008461597,0.00005622747,0.9921639,0.00001643586,0.00003543092,0.000692099,0.0009863732,0.00003082383,0.0004425195,0.0001165523,0.00449804,0.000115455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967638,0.0006330242,0.0001952079,0.001509452,0.0003973095,0.00007883078,0.000004288496,0.000008014863,0.000410075],"genre_scores_gemma":[0.9978402,0.000667317,0.0005262824,0.0002875345,0.0001390278,0.000003153644,0.000001156612,0.00001055972,0.000524725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2871225,"threshold_uncertainty_score":0.3383355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2078870468","doi":"10.1615/jpormedia.v12.i3.60","title":"Heatline and Energy-Flux-Vector Visualization of Natural Convection in a Porous Cavity Occupied by a Fluid with Temperature-Dependent Viscosity","year":2009,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa","funders":"","keywords":"Buoyancy; Viscosity; Natural convection; Thermodynamics; Porous medium; Heat flux; Mechanics; Materials science; Heat transfer; Rayleigh number; Flux (metallurgy); Porosity; Physics; Composite material","authors":[{"name":"Kamel Hooman","is_ca":false},{"name":"Hal Gurgenci","is_ca":false},{"name":"İsmail Di̇nçer","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.003767633177953296,"gpt":0.2028996748067914,"spread":0.1991320416288381,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002359997,0.0001784141,0.000407345,0.0002019746,0.00002771472,0.00002342817,0.00007473306,0.0001312436,0.0000133501],"category_scores_gemma":[0.00002220025,0.0001405243,0.00004339834,0.0002192669,0.00002740767,0.000240338,0.000004200306,0.0002682699,3.097994e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124417,"about_ca_system_score_gemma":0.00005243954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007443918,"about_ca_topic_score_gemma":0.000318545,"domain_scores_codex":[0.9988181,0.00004454801,0.0004875669,0.0001149884,0.0003435836,0.0001912205],"domain_scores_gemma":[0.9995481,0.00004029612,0.00006763969,0.0000852674,0.0001437922,0.0001148978],"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":[0.0005406101,0.0002151235,0.002853758,0.00006414401,0.00006885982,0.0001246333,0.001076717,0.0005037459,0.9898698,0.000142947,0.001502114,0.003037601],"study_design_scores_gemma":[0.0103836,0.00268125,0.1413482,0.0006672393,0.0002608044,0.001627002,0.0002624995,0.004667025,0.8366451,0.0001322416,0.0004701871,0.0008548325],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935489,0.003919153,0.001865175,0.00009717774,0.000402794,0.00007054596,0.00001293087,0.00003240645,0.00005093436],"genre_scores_gemma":[0.9990346,0.0005166766,0.000132651,0.00007918782,0.0001642899,0.000001196204,0.00001967616,0.00001984998,0.00003189592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1532247,"threshold_uncertainty_score":0.5730414,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2091179564","doi":"10.1615/jpormedia.v13.i8.10","title":"ANALYSIS OF PORE-LEVEL PHENOMENA OF DILUTE SURFACTANT FLOODING IN THE PRESENCE AND ABSENCE OF CONNATEWATER SATURATION","year":2010,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Pulmonary surfactant; Micromodel; Microscale chemistry; Aqueous solution; Chemical engineering; Saturation (graph theory); Dilution; Chemistry; Enhanced oil recovery; Imbibition; Porous medium; Petroleum engineering; Materials science; Porosity; Thermodynamics; Geology; Organic chemistry","authors":[{"name":"Riyaz Kharrat","is_ca":false},{"name":"Benyamin Yadali Jamaloei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01328070819204162,"gpt":0.2341609455118882,"spread":0.2208802373198466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007692371,0.00007994524,0.0003406988,0.00028746,0.000007116756,0.000006861544,0.0001854139,0.0000587589,0.00001362858],"category_scores_gemma":[0.0002502276,0.00005395784,0.00006332516,0.0003192584,0.0000689404,0.0002005865,0.00001559327,0.0002439608,5.537288e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001446162,"about_ca_system_score_gemma":0.00002033716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003607008,"about_ca_topic_score_gemma":0.000270261,"domain_scores_codex":[0.9989588,0.000031806,0.0005781509,0.00005584675,0.0002777299,0.00009761158],"domain_scores_gemma":[0.9990224,0.0003083623,0.0003650837,0.0001380172,0.0001374366,0.00002872859],"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":[0.00002980821,0.00003417443,0.01668551,0.00008724101,0.0002055722,0.00001428646,0.00618487,0.004103212,0.9680984,0.0001359657,0.00002990316,0.004391059],"study_design_scores_gemma":[0.0003826188,0.0001357051,0.2901489,0.0002113437,0.0002581695,0.00004203613,0.0008111628,0.01070375,0.6961592,0.0009641977,0.00002783833,0.0001550578],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982671,0.0001968223,0.001099913,0.00002216323,0.0001533854,0.00005049471,0.0000173343,0.000005541233,0.0001872638],"genre_scores_gemma":[0.9956642,0.0003677495,0.003922129,0.000003910282,0.00002908573,8.213509e-7,0.000001970055,0.000007139461,0.000002962282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2734633,"threshold_uncertainty_score":0.2200337,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2025482266","doi":"10.1615/jpormedia.v4.i3.20","title":"Flow and Heat Transfer Within Segregated Beds of Solid Particles","year":2001,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Reynolds number; Heat transfer; Mechanics; Materials science; Axial symmetry; Packed bed; Porous medium; Thermodynamics; Permeability (electromagnetism); Porosity; Composite material; Chemistry; Physics; Turbulence; Chromatography; Membrane","authors":[{"name":"A. A. Mohamad","is_ca":true},{"name":"G. A. Karim","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0137190759804152,"gpt":0.2243716374335827,"spread":0.2106525614531675,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004434092,0.0001688393,0.0004435319,0.0001455851,0.00002428983,0.00001242683,0.0001278043,0.0001177104,0.00008460366],"category_scores_gemma":[0.00005945441,0.000137582,0.00008537231,0.0001740912,0.00008839315,0.0001969426,0.000005552068,0.0002932306,0.000003297154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002673234,"about_ca_system_score_gemma":0.00005436415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009550939,"about_ca_topic_score_gemma":0.00009704896,"domain_scores_codex":[0.998557,0.00003595303,0.0007065755,0.0000835612,0.0003430628,0.0002738697],"domain_scores_gemma":[0.9993565,0.0001155295,0.00001999104,0.0001171136,0.0001124,0.00027844],"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":[0.0007480605,0.0005880588,0.01961604,0.0008782261,0.001272426,0.002558148,0.07274716,0.04585182,0.6906178,0.0005261044,0.007952973,0.1566432],"study_design_scores_gemma":[0.01124131,0.001707741,0.02372315,0.001271162,0.001047989,0.006032578,0.00455906,0.06453574,0.8718804,0.003643613,0.00886757,0.001489761],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925892,0.002017171,0.003680076,0.0002120344,0.001031573,0.00007432279,0.00001610395,0.00004701104,0.0003325001],"genre_scores_gemma":[0.9965708,0.001756938,0.001270025,0.00004365796,0.0003050368,0.000001613988,0.000002417723,0.00003511216,0.00001440555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1812625,"threshold_uncertainty_score":0.5610433,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2001299302","doi":"10.1615/jpormedia.v3.i2.30","title":"On the Transition Between Aiding and Opposing Double-Diffusive Flows in a Vertical Porous Cavity","year":2000,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Lewis number; Buoyancy; Natural convection; Mechanics; Rayleigh number; Boussinesq approximation (buoyancy); Porous medium; Thermodynamics; Double diffusive convection; Porosity; Convection; Flow (mathematics); Type (biology); Physics; Materials science; Mathematics; Mass transfer; Geology","authors":[{"name":"Abdelkhalk Amahmid","is_ca":false},{"name":"M. Hasnaoui","is_ca":false},{"name":"Mahmoud Mamou","is_ca":false},{"name":"P. Vasseur","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01616437763676735,"gpt":0.2195024578273573,"spread":0.20333808019059,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003615908,0.0001315048,0.0002684453,0.0001099741,0.00005652969,0.00003266997,0.0000923138,0.0001036586,0.0001314589],"category_scores_gemma":[0.00001584175,0.00009391834,0.00005930928,0.0001152559,0.00003082829,0.0001536666,0.000002762594,0.0004609151,0.000007909901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008524192,"about_ca_system_score_gemma":0.00002687905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002264764,"about_ca_topic_score_gemma":0.0000522039,"domain_scores_codex":[0.9990147,0.00004217982,0.0003788416,0.00008210773,0.0002536154,0.0002285253],"domain_scores_gemma":[0.9995508,0.0002071604,0.00001134826,0.00007965553,0.0000268087,0.0001242857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004326167,0.001006767,0.009812472,0.0006469115,0.001017767,0.005336427,0.1164379,0.0464615,0.3392632,0.004806179,0.004769391,0.4661154],"study_design_scores_gemma":[0.09062323,0.006709454,0.458989,0.01067532,0.003395514,0.007870749,0.006727325,0.08674045,0.2865558,0.02824117,0.006564463,0.006907526],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974025,0.0004816914,0.000617731,0.0006731867,0.000212537,0.0001003574,0.00000514645,0.00002042433,0.000486379],"genre_scores_gemma":[0.9990628,0.0003361249,0.00009930567,0.0001016043,0.0003719616,0.00000175473,0.000001607215,0.00002115055,0.000003729211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4592078,"threshold_uncertainty_score":0.3829879,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1980955458","doi":"10.1615/jpormedia.v7.i1.50","title":"Soret and Double Diffusive Convection in a Porous Cavity","year":2004,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; HEC Montréal","funders":"","keywords":"Lewis number; Buoyancy; Natural convection; Rayleigh number; Double diffusive convection; Thermophoresis; Mechanics; Thermodynamics; Convection; Adiabatic process; Materials science; Combined forced and natural convection; Constant (computer programming); Temperature gradient; Porous medium; Boussinesq approximation (buoyancy); Thermal; Porosity; Physics; Meteorology; Mass transfer; Nanofluid","authors":[{"name":"N. Boutana","is_ca":true},{"name":"Ali Bahloul","is_ca":true},{"name":"P. Vasseur","is_ca":true},{"name":"F. Joly","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008528928563861036,"gpt":0.2069530720002321,"spread":0.198424143436371,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001690961,0.00009963114,0.0002279639,0.0001507391,0.00001906015,0.00001638967,0.00005555516,0.00008977122,0.00002315403],"category_scores_gemma":[0.00001246059,0.00008701465,0.00003763805,0.0001028677,0.0000274081,0.0001652404,0.000004905738,0.0002820682,0.000004896873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122188,"about_ca_system_score_gemma":0.0000473111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009604585,"about_ca_topic_score_gemma":0.0004092944,"domain_scores_codex":[0.9992975,0.000008587247,0.0003002261,0.00006199066,0.0001638492,0.0001678334],"domain_scores_gemma":[0.9997333,0.00002693935,0.00002648275,0.00005659613,0.00004791024,0.0001087539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002216843,0.001562991,0.08787759,0.001138637,0.0007560208,0.01000004,0.09240843,0.03719802,0.6827654,0.01002091,0.005662697,0.06839241],"study_design_scores_gemma":[0.07876587,0.002277391,0.6374645,0.001573306,0.0005278515,0.01177037,0.00385658,0.001297112,0.2335383,0.02041134,0.006116135,0.002401333],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960238,0.001450535,0.001042767,0.0001773293,0.0008005658,0.00006778019,0.000002865928,0.00002299467,0.0004113744],"genre_scores_gemma":[0.9986346,0.0007931569,0.0002495628,0.00003781408,0.0002560279,0.000001508156,0.000001111889,0.00001632562,0.000009902515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5495868,"threshold_uncertainty_score":0.3548355,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2990848937","doi":"10.1615/jpormedia.2019025872","title":"A COMPREHENSIVE REVIEW ON FLUID AND ROCK CHARACTERIZATION OF OFFSHORE PETROLEUM RESERVOIRS: TESTS, EMPIRICAL AND THEORETICAL TOOLS","year":2019,"lang":"en","type":"review","venue":"Journal of Porous Media","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Submarine pipeline; Petroleum engineering; Reservoir modeling; Reservoir engineering; Petroleum; Geology; Characterization (materials science); Environmental science; Risk analysis (engineering); Geotechnical engineering; Business","authors":[{"name":"Masoud Seyyedattar","is_ca":true},{"name":"Sohrab Zendehboudi","is_ca":true},{"name":"Stephen Butt","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06958764086544805,"gpt":0.3480079188993169,"spread":0.2784202780338688,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006495599,0.0003637152,0.002245623,0.0002833924,0.00001745998,0.00003582431,0.0002096915,0.0002785046,0.00003589487],"category_scores_gemma":[0.0008090604,0.0002623898,0.0002402939,0.0002011698,0.00004245491,0.0001346258,0.00004935561,0.0006929839,0.000004867777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005806103,"about_ca_system_score_gemma":0.00007798675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.30984e-7,"about_ca_topic_score_gemma":4.613421e-8,"domain_scores_codex":[0.9976844,0.000278347,0.001224799,0.0001759871,0.0004357653,0.0002007269],"domain_scores_gemma":[0.997463,0.001431143,0.000434231,0.0002858468,0.0001969101,0.0001888411],"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":[0.00007366495,0.0000996967,0.000110345,0.2769734,0.0008007643,0.0001494694,0.0004087479,0.01131682,0.0001912129,0.0006740135,0.002219853,0.7069821],"study_design_scores_gemma":[0.0006602367,0.0004218527,0.0006979725,0.09375779,0.001100981,0.0006430355,0.00001873396,0.008527994,0.00001070044,0.00006958562,0.8935693,0.0005218253],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004967756,0.992924,0.001164236,0.00006657036,0.0004384162,0.000303394,0.00005031043,0.00002417726,0.00006119032],"genre_scores_gemma":[0.001124587,0.9974975,0.0008956757,0.00003651947,0.0003064022,0.000005419834,0.00005324935,0.00006731894,0.0000133114],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8913494,"threshold_uncertainty_score":0.9999828,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3003181969","doi":"10.1615/jpormedia.2020026859","title":"HEAT ENHANCEMENT USING ALUMINUM METAL FOAM: EXPERIMENTAL AND NUMERICAL APPROACH","year":2020,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Metal foam; Heat sink; Materials science; Pressure drop; Liquid metal; Heat transfer; Computer cooling; Thermal; Aluminium; Heat transfer enhancement; Electronics; Composite material; Performance enhancement; Mechanics; Mechanical engineering; Heat transfer coefficient; Thermodynamics; Thermal management of electronic devices and systems","authors":[{"name":"Christopher Welsford","is_ca":true},{"name":"P. Thanapathy","is_ca":true},{"name":"Ayman M. Bayomy","is_ca":true},{"name":"M. Ren","is_ca":true},{"name":"M. Ziad Saghir","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03037453432264479,"gpt":0.2468572029210515,"spread":0.2164826685984068,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001882978,0.0001969503,0.0004304597,0.00006570719,0.00003596286,0.00002811951,0.0001397256,0.00008153379,0.00009719628],"category_scores_gemma":[0.00003317466,0.0001708825,0.00009716189,0.0001154396,0.0000511924,0.0002042538,0.00002388859,0.0003169239,0.000004969055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007513638,"about_ca_system_score_gemma":0.00004772675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004870216,"about_ca_topic_score_gemma":2.589217e-7,"domain_scores_codex":[0.9986384,0.00003364581,0.0004954691,0.0001317179,0.0004144754,0.0002862791],"domain_scores_gemma":[0.9993616,0.0000448315,0.00002746319,0.00007796085,0.00003777789,0.0004503424],"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":[0.0001126896,0.0002482665,0.0004178762,0.0001930999,0.0003748526,0.0003886457,0.0197606,0.001486472,0.9653851,0.00006428044,0.003645474,0.007922611],"study_design_scores_gemma":[0.004706117,0.001275416,0.0004952189,0.0001377423,0.0004991987,0.002095874,0.007555905,0.1039693,0.867426,0.00006296048,0.0106688,0.001107511],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9231299,0.0055995,0.0684884,0.0001973555,0.00136499,0.000122985,0.000004848133,0.00004931938,0.001042773],"genre_scores_gemma":[0.9885696,0.0001269705,0.01019204,0.000173306,0.0008885785,0.000002919851,0.000003358839,0.00003895793,0.00000423943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1024828,"threshold_uncertainty_score":0.6968386,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2019399864","doi":"10.1615/jpormedia.v10.i4.30","title":"New Viscous Fingering Mechanisms at High Viscosity Ratio and Peclet Number Miscible Displacements","year":2007,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Péclet number; Viscous fingering; Mechanics; Hele-Shaw flow; Instability; Flow (mathematics); Viscosity; Fractal; Materials science; Physics; Mathematics; Open-channel flow; Porous medium; Mathematical analysis; Porosity; Composite material","authors":[{"name":"Md. Nazrul Islam","is_ca":true},{"name":"Jalel Azaiez","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005219182322423985,"gpt":0.2331638772777141,"spread":0.2279446949552901,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002358862,0.0001092919,0.0001831087,0.00002636929,0.00008855043,0.00003809599,0.00009583311,0.00002313126,0.0005628502],"category_scores_gemma":[0.00000753835,0.00008971615,0.00006120419,0.00006142993,0.00002922774,0.0001325844,0.00006562436,0.0001407667,0.00002764362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000332553,"about_ca_system_score_gemma":0.00004751571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003890166,"about_ca_topic_score_gemma":0.000004212342,"domain_scores_codex":[0.9991136,0.00001650212,0.0002904793,0.00009919478,0.0002966706,0.0001836177],"domain_scores_gemma":[0.9993094,0.0001314424,0.0002182375,0.0000643058,0.00006683898,0.0002098058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004975286,0.0003983386,0.01547469,0.00002735958,0.000330266,0.00009924007,0.002230934,0.0009447976,0.02070956,0.8980264,0.005928794,0.0553321],"study_design_scores_gemma":[0.00245519,0.0001996934,0.02860854,0.00009138155,0.0001317167,0.00006513824,0.0004457547,0.0002723,0.0316906,0.9349465,0.0007398006,0.0003533594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7136381,0.00001884394,0.2845794,0.000153483,0.0003349805,0.00003589815,0.000005573382,0.000004252454,0.001229488],"genre_scores_gemma":[0.9925058,0.000001771599,0.006179403,0.0000582621,0.0008758516,3.178909e-7,0.000007153497,0.00001109343,0.000360294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2788678,"threshold_uncertainty_score":0.6162815,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2591628712","doi":"10.1615/jpormedia.v20.i2.50","title":"FRACTURING FLUID LEAKOFF BEHAVIOR IN NATURAL FRACTURES: EFFECTS OF FLUID RHEOLOGY, NATURAL FRACTURE DEFORMABILITY, AND HYDRAULIC FRACTURE PROPAGATION","year":2017,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Hydraulic fracturing; Fracturing fluid; Comminution; Fracture (geology); Geology; Rheology; Viscosity; Fluid dynamics; Geotechnical engineering; Petroleum engineering; Materials science; Mechanics; Composite material","authors":[{"name":"Yuxuan Liu","is_ca":false},{"name":"Jianchun Guo","is_ca":false},{"name":"Zhangxin Chen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.004472563402340605,"gpt":0.2357582621705718,"spread":0.2312856987682312,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006528918,0.0004550453,0.001005859,0.0005285916,0.0002102937,0.0001223025,0.0007152661,0.0004959364,0.00002868054],"category_scores_gemma":[0.001400014,0.0003299886,0.0003087323,0.0001345257,0.0002586077,0.0009946697,0.0001146053,0.001969571,0.00000224214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001826044,"about_ca_system_score_gemma":0.00009051389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002419238,"about_ca_topic_score_gemma":0.000291235,"domain_scores_codex":[0.9973614,0.0001133018,0.001046257,0.0002840772,0.0006820886,0.0005129155],"domain_scores_gemma":[0.9976256,0.0004781134,0.000813824,0.0006295899,0.0002122643,0.0002406233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001575883,0.001597113,0.234477,0.006579248,0.002804159,0.005674179,0.02904701,0.415877,0.168472,0.00002234363,0.007345685,0.1265285],"study_design_scores_gemma":[0.002584684,0.0002517157,0.8295706,0.0006670837,0.0004593898,0.0005596859,0.0002552636,0.01217587,0.1513521,0.0001970508,0.001287907,0.00063864],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860094,0.01055297,0.0006604016,0.0007347164,0.001621076,0.0002921628,0.000003394223,0.00004829116,0.00007759853],"genre_scores_gemma":[0.997871,0.0007496151,0.0004049,0.0002147362,0.0006500225,0.00001025183,0.00001474113,0.00005558038,0.0000291571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5950936,"threshold_uncertainty_score":0.9999152,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2807920665","doi":"10.1615/jpormedia.v21.i5.20","title":"A POROUS MEDIA MODEL OF ALVEOLAR DUCT FLOW IN THE HUMAN LUNG","year":2018,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Spacecraft and Cryogenic Technologies","field":"Engineering","cited_by":12,"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":"Porous medium; Duct (anatomy); Mechanics; Computational fluid dynamics; Permeability (electromagnetism); Computer science; Porosity; Physics; Geology; Chemistry; Medicine; Geotechnical engineering; Anatomy","authors":[{"name":"Christopher T. DeGroot","is_ca":true},{"name":"Anthony G. Straatman","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01762723923419979,"gpt":0.2388460852068104,"spread":0.2212188459726106,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006232272,0.0001544585,0.0003333554,0.0002502187,0.00003405715,0.00001571866,0.0005809952,0.0001526308,0.00004624305],"category_scores_gemma":[0.0002468945,0.0001064578,0.0001060054,0.000236877,0.0001457945,0.0001493775,0.00003672771,0.0004474387,0.00000480772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006618765,"about_ca_system_score_gemma":0.00005000669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001322517,"about_ca_topic_score_gemma":0.0001870365,"domain_scores_codex":[0.9986756,0.00002670463,0.0005261689,0.00008355855,0.0004221553,0.0002658174],"domain_scores_gemma":[0.9992703,0.0001082728,0.0001781803,0.0002797163,0.000110187,0.00005341294],"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":[0.000195964,0.0006620858,0.02332509,0.000375849,0.0009770094,0.001649695,0.1356099,0.05340542,0.5863217,0.003175597,0.140249,0.05405275],"study_design_scores_gemma":[0.0131574,0.002162588,0.07761215,0.001610852,0.001349962,0.004528348,0.05231917,0.4882151,0.2893153,0.06232937,0.00426032,0.003139358],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950218,0.002358515,0.0008388907,0.0002835686,0.0006053115,0.00007187716,0.000007359683,0.00006478578,0.0007478949],"genre_scores_gemma":[0.996937,0.0002457363,0.002271879,0.00003747959,0.0004649523,0.000001842624,0.000001552554,0.00002590741,0.00001367489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4348097,"threshold_uncertainty_score":0.4341222,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2048303758","doi":"10.1615/jpormedia.v7.i1.40","title":"Fingering Instabilities in Miscible Displacement Flows of Non-Newtonian Fluids","year":2004,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Viscous fingering; Instability; Mechanics; Newtonian fluid; Porous medium; Non-Newtonian fluid; Displacement (psychology); Flow (mathematics); Fractal; Hele-Shaw flow; Materials science; Physics; Porosity; Mathematics; Open-channel flow; Composite material; Mathematical analysis","authors":[{"name":"Jalel Azaiez","is_ca":true},{"name":"A. A. Mohamad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005772017769988933,"gpt":0.2269766155214469,"spread":0.2212045977514579,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001639275,0.00007898966,0.0002058679,0.00006104443,0.00001869957,0.00001063997,0.000113964,0.00001581388,0.00009618271],"category_scores_gemma":[0.00001102779,0.00006408564,0.00008448148,0.00009969508,0.00004924812,0.0001016491,0.00002694995,0.0001355004,0.000003709818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003941993,"about_ca_system_score_gemma":0.0001369967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005672543,"about_ca_topic_score_gemma":0.000006746571,"domain_scores_codex":[0.9991892,0.00001419295,0.0003888384,0.00006169325,0.0002186119,0.0001274825],"domain_scores_gemma":[0.9995635,0.00008050509,0.0001485548,0.00006463395,0.00007688903,0.00006592276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005476056,0.003342004,0.06387691,0.0002771189,0.000380233,0.00007793353,0.03544814,0.3686322,0.08967035,0.3759933,0.0002982613,0.06145595],"study_design_scores_gemma":[0.005285668,0.0006203657,0.03554551,0.000755858,0.00006802544,0.00001184731,0.005931886,0.003989842,0.03887811,0.9080982,0.0004079008,0.0004067623],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835519,0.00004746425,0.0143232,0.0001953568,0.0002136488,0.00004045898,0.000007359087,0.000001641527,0.001618966],"genre_scores_gemma":[0.9957618,0.000002288978,0.003891486,0.00001323261,0.0003052655,0.000001343385,0.00000257827,0.000006726172,0.00001528653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.532105,"threshold_uncertainty_score":0.2613336,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1964008173","doi":"10.1615/jpormedia.v3.i2.10","title":"Gas-Liquid Countercurrent Flows Through Packed Towers","year":2000,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":10,"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":"Countercurrent exchange; Packed bed; Mechanics; Porous medium; Volume (thermodynamics); Flow (mathematics); Porosity; Two-phase flow; Materials science; Thermodynamics; Multiphase flow; Liquid phase; Pressure drop; Chromatography; Chemistry; Physics","authors":[{"name":"Shijie Liu","is_ca":true},{"name":"Jun Long","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01325439665531681,"gpt":0.2314808313148025,"spread":0.2182264346594857,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003709554,0.0002519951,0.0004601936,0.00009661602,0.00003973429,0.00003301633,0.0003125136,0.0001418088,0.002015285],"category_scores_gemma":[0.00004658926,0.0002130697,0.0001906369,0.0001598986,0.00005472792,0.0003621906,0.0000067406,0.0005184217,0.0001270825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354076,"about_ca_system_score_gemma":0.00009025398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008698306,"about_ca_topic_score_gemma":0.0000317939,"domain_scores_codex":[0.9980417,0.00003776232,0.0007513556,0.0001215705,0.000589449,0.000458154],"domain_scores_gemma":[0.9992296,0.0001118366,0.00005499498,0.0002113538,0.0001034392,0.0002887417],"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":[0.0009900052,0.0006004553,0.0003157083,0.0004664972,0.0009026324,0.002786465,0.05420991,0.005753614,0.02779298,0.0004230812,0.232241,0.6735177],"study_design_scores_gemma":[0.003714025,0.0009715704,0.0003533846,0.0005252847,0.0003082128,0.001526427,0.001198285,0.0009579563,0.01811624,0.001377889,0.9699975,0.0009532317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768039,0.003895399,0.0007491557,0.0003643999,0.005537876,0.0001173215,0.00002317999,0.0001264602,0.01238231],"genre_scores_gemma":[0.9883369,0.008712168,0.00105665,0.0002040897,0.001539734,0.000004403093,0.00001323808,0.00006393587,0.00006885096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7377566,"threshold_uncertainty_score":0.998897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2016390112","doi":"10.1615/jpormedia.v11.i8.40","title":"Gravitactic Bioconvection in a Fluid-Saturated Porous Medium with Double Diffusion","year":2008,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; Dalhousie University","funders":"","keywords":"Thermal diffusivity; Lewis number; Péclet number; Convection; Porous medium; Mechanics; Diffusion; Thermophoresis; Double diffusive convection; Rayleigh number; Thermodynamics; Instability; Thermal; Materials science; Porosity; Physics; Mass transfer; Natural convection; Nanofluid","authors":[{"name":"Tri Nguyen-Quang","is_ca":true},{"name":"The Hung Nguyen","is_ca":true},{"name":"Georges Lepalec","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01178568799009493,"gpt":0.2022537770622168,"spread":0.1904680890721219,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001970403,0.0001871748,0.0003604678,0.0003722969,0.0000488462,0.00001548426,0.0001236696,0.0001425166,0.00007297365],"category_scores_gemma":[0.00001643183,0.0001387617,0.0000612326,0.0003980201,0.00004435917,0.0002870004,0.000005739133,0.0004373311,0.00001597869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001478695,"about_ca_system_score_gemma":0.0001120706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007771771,"about_ca_topic_score_gemma":0.000204583,"domain_scores_codex":[0.9986726,0.00002362276,0.0005007927,0.0001064963,0.0004076932,0.0002887715],"domain_scores_gemma":[0.9994697,0.00005541429,0.0000551292,0.0001203672,0.0001291352,0.0001702787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002190936,0.0006239187,0.03562032,0.0002512464,0.0002889194,0.008095973,0.01246249,0.003045977,0.9245217,0.0001080576,0.009324607,0.003465811],"study_design_scores_gemma":[0.04522606,0.003462937,0.5042725,0.001555024,0.0005102685,0.03365421,0.001799077,0.002557812,0.3941177,0.0004093299,0.01003859,0.002396583],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959794,0.001271565,0.0007101526,0.0001710333,0.001293127,0.0001301073,0.000002000529,0.00006337788,0.0003792941],"genre_scores_gemma":[0.9978642,0.001262517,0.0003386154,0.00003602234,0.0003915492,0.000003998603,0.000005088333,0.00004081003,0.00005716964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5304041,"threshold_uncertainty_score":0.5658537,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2905372961","doi":"10.1615/jpormedia.v21.i2.40","title":"ANOMALOUS EFFECTS DURING THERMAL DISPLACEMENT IN POROUS MEDIA UNDER NON-LOCAL THERMAL EQUILIBRIUM","year":2018,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Fractional Differential Equations Solutions","field":"Mathematics","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petroleum Research Newfoundland and Labrador; Memorial University of Newfoundland","funders":"","keywords":"Porous medium; Fluid dynamics; Geothermal gradient; Discretization; Mechanics; Heat transfer; Thermal; Displacement (psychology); Work (physics); Geology; Transport phenomena; Heat flux; Porosity; Thermodynamics; Geotechnical engineering; Physics; Mathematics; Geophysics; Mathematical analysis","authors":[{"name":"Abiola D. Obembe","is_ca":false},{"name":"Sidqi A. Abu-Khamsin","is_ca":false},{"name":"M. Enamul Hossain","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02379906678579176,"gpt":0.291844293026162,"spread":0.2680452262403703,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006723959,0.0002880879,0.0005150423,0.0003947908,0.0001243236,0.0000485965,0.0003596234,0.0001856355,0.0003978663],"category_scores_gemma":[0.0008214491,0.000241014,0.0001743273,0.0002945554,0.0002564052,0.0004112655,0.000117749,0.0005548547,0.00009406009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004946465,"about_ca_system_score_gemma":0.0002882452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005252123,"about_ca_topic_score_gemma":0.0002856363,"domain_scores_codex":[0.9971197,0.0002079281,0.000981209,0.0002215977,0.0009350871,0.0005344874],"domain_scores_gemma":[0.997246,0.001246372,0.000646897,0.000310666,0.0003015398,0.000248503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005032872,0.01194589,0.03212302,0.001214892,0.002514507,0.004461623,0.06261613,0.006203095,0.812786,0.02628979,0.007386363,0.02742581],"study_design_scores_gemma":[0.008945795,0.001119903,0.9263539,0.0008651249,0.0005075955,0.0009568921,0.002062827,0.003024331,0.02815783,0.0269854,0.00006216237,0.0009582986],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990307,0.0001514791,0.005662955,0.0005621397,0.002245632,0.0002535743,0.000009394646,0.00003256717,0.0007752746],"genre_scores_gemma":[0.9957137,0.000009012905,0.002163926,0.00007791222,0.001823023,0.0000129102,0.000007443176,0.00006034602,0.0001317758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8942308,"threshold_uncertainty_score":0.9828266,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1965585129","doi":"10.1615/jpormedia.v7.i2.20","title":"A Numerical Investigation of Catalytic Oxidation of Very Lean Methane-Air Mixtures within a Packed-Bed Reactor","year":2004,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary; SNC-Lavalin (Canada)","funders":"","keywords":"Packed bed; Methane; Thermodynamics; Catalytic combustion; Mass transfer; Materials science; Thermal conduction; Heat transfer; Catalysis; Combustion; Anaerobic oxidation of methane; Chemistry; Mechanics; Physical chemistry; Organic chemistry; Physics; Chromatography","authors":[{"name":"L. B. Younis","is_ca":true},{"name":"I. Wierzba","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01765386247535661,"gpt":0.2570357267630445,"spread":0.2393818642876879,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00207106,0.0001666083,0.0005508171,0.0002315793,0.00002854291,0.00002499561,0.0005660308,0.0001016474,0.00004686091],"category_scores_gemma":[0.003169534,0.0001310265,0.00009061905,0.0004218802,0.0004475851,0.0006803236,0.00006195143,0.0001486452,0.00001471054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000157391,"about_ca_system_score_gemma":0.0009178143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002055235,"about_ca_topic_score_gemma":0.00002419249,"domain_scores_codex":[0.9972784,0.0000753571,0.001208331,0.0002048725,0.001010769,0.0002222696],"domain_scores_gemma":[0.9965776,0.0002645627,0.002187921,0.0002918215,0.0005005028,0.0001776203],"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":[0.0001391221,0.00006986972,0.0002043488,0.0001390535,0.00001199824,0.00002607823,0.004513483,0.0002692746,0.9941621,0.0003108461,0.0000653152,0.00008846611],"study_design_scores_gemma":[0.0006781619,0.0002561813,0.001610017,0.0002664378,0.00006618056,0.0002757691,0.0003250536,0.00001085148,0.9831339,0.01325262,0.000003852049,0.0001209819],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970084,0.0001725468,0.001000056,0.0002502166,0.001391188,0.0001126307,0.00001619115,0.00001667653,0.0000320877],"genre_scores_gemma":[0.9898626,0.00001950049,0.009796164,0.00007459887,0.0002159245,0.000002132002,0.00000875577,0.0000156792,0.000004688194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01294177,"threshold_uncertainty_score":0.5343107,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1974820230","doi":"10.1615/jpormedia.v10.i2.40","title":"A Numerical Investigation of the Effects of Compositional and Thermal Buoyancy on Transient Plumes in a Porous Layer","year":2007,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Buoyancy; Plume; Mechanics; Thermal; Porous medium; Porosity; Materials science; Geology; Thermodynamics; Physics; Composite material","authors":[{"name":"J. E. Milne","is_ca":true},{"name":"S. L. Butler","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007140312180243645,"gpt":0.2106628256240437,"spread":0.2035225134438,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003416637,0.0000612847,0.0001518092,0.00004387235,0.00002530804,0.00000302904,0.00007907601,0.00003048624,0.00001794845],"category_scores_gemma":[0.00004794781,0.00003812673,0.00003811426,0.0001061485,0.0001479044,0.00007352169,0.00001910439,0.0001087071,9.536593e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004704892,"about_ca_system_score_gemma":0.0000111602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005463141,"about_ca_topic_score_gemma":0.00005483048,"domain_scores_codex":[0.9991004,0.0000604481,0.0003105827,0.0000585679,0.0003818581,0.00008812947],"domain_scores_gemma":[0.9994565,0.0002229388,0.0002136982,0.00004656857,0.00001948379,0.00004081035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002015664,0.0002814621,0.6495618,0.00005354047,0.00004172829,0.00006090009,0.02021994,0.0002320354,0.2962177,0.000129395,0.0001828662,0.03281709],"study_design_scores_gemma":[0.0006094562,0.0002110791,0.9616657,0.00008026703,0.00001489177,0.00002868355,0.0001711298,0.00001562505,0.03704362,0.00008849132,0.00003440364,0.00003665689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998843,0.0001273488,0.0003674183,0.0002914508,0.0001577842,0.00007416838,9.592346e-7,0.000001175664,0.000136725],"genre_scores_gemma":[0.9996214,0.00000992179,0.0001828656,0.0001348724,0.00002841693,9.205486e-7,3.270885e-7,0.000003273302,0.00001801514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3121039,"threshold_uncertainty_score":0.1554763,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1974197963","doi":"10.1615/jpormedia.v7.i2.10","title":"Compositional Variation Considering Diffusion and Convection for a Binary Mixture in a Porous Medium","year":2004,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Field-Flow Fractionation Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Porous medium; Binary number; Materials science; Diffusion; Variation (astronomy); Convection; Thermodynamics; Porosity; Mechanics; Mathematics; Physics; Composite material","authors":[{"name":"D. Faruque","is_ca":true},{"name":"M. Ziad Saghir","is_ca":true},{"name":"M. Chacha","is_ca":true},{"name":"Kassem Ghorayeb","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007703706746717521,"gpt":0.2220363590762639,"spread":0.2143326523295464,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002643309,0.00009362899,0.0001705245,0.0002810851,0.00003586772,0.00001930989,0.00004424749,0.0001272677,0.0000167094],"category_scores_gemma":[0.0001417701,0.00009292797,0.00003427311,0.00009534566,0.00001874103,0.000279995,0.000008727691,0.0002401381,6.675754e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001983733,"about_ca_system_score_gemma":0.00005557084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000175513,"about_ca_topic_score_gemma":0.00004687607,"domain_scores_codex":[0.9992419,0.00001576926,0.00036677,0.00007176702,0.0001985575,0.0001051776],"domain_scores_gemma":[0.9994507,0.0001832687,0.0001378299,0.00004518343,0.0001269428,0.00005602343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004114812,0.0004120069,0.002744241,0.0003901987,0.0001574455,0.0003131591,0.0092119,0.02761553,0.941229,0.003218575,0.004247253,0.01004914],"study_design_scores_gemma":[0.02588456,0.002587224,0.5233588,0.002370265,0.0003325982,0.01068515,0.002143271,0.03452954,0.2528535,0.1374752,0.005936228,0.001843648],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9264197,0.0004475809,0.07034083,0.0013187,0.001108832,0.0001906641,0.000008196988,0.00008321606,0.00008229732],"genre_scores_gemma":[0.9805495,0.0001975892,0.01881623,0.00008746169,0.0003068422,0.00001042147,0.00001166983,0.00001691962,0.000003426367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6883756,"threshold_uncertainty_score":0.3789493,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1972474766","doi":"10.1615/jpormedia.v16.i8.10","title":"ASSESSMENT OF X-RAY MICRO-CT MEASUREMENTS OF POROSITY AND SOLUTE CONCENTRATION DISTRIBUTIONS DURING DIFFUSION IN POROUS GEOLOGIC MEDIA","year":2013,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; University of New Brunswick","funders":"","keywords":"Porosity; Dolostone; TRACER; Diffusion; Porous medium; Materials science; Resolution (logic); Image resolution; Attenuation coefficient; Mineralogy; Geology; Analytical Chemistry (journal); Optics; Chemistry; Physics; Composite material; Computer science; Chromatography; Carbonate; Thermodynamics","authors":[{"name":"Henry Agbogun","is_ca":true},{"name":"Esam M.A. Hussein","is_ca":true},{"name":"Tom A. Al","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01258441331759736,"gpt":0.2348680855300116,"spread":0.2222836722124143,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003461765,0.0001377862,0.0003682862,0.00009906098,0.00003962482,0.00001141862,0.0001173461,0.00004729089,0.00003540314],"category_scores_gemma":[0.0001397889,0.0001218869,0.00005115108,0.0001259815,0.00007655702,0.0003520653,0.00003380516,0.0002604488,6.41774e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149992,"about_ca_system_score_gemma":0.00004432088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003951163,"about_ca_topic_score_gemma":0.00003453362,"domain_scores_codex":[0.9985747,0.00004782042,0.0007139417,0.00009247779,0.0003420683,0.0002290221],"domain_scores_gemma":[0.9991377,0.00009194859,0.0003801932,0.000105651,0.0001812362,0.0001032594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001210908,0.0001335256,0.2860568,0.0001031985,0.00004421934,0.00003523008,0.0007496663,0.003476247,0.7072034,0.00001964676,0.00002943223,0.002136505],"study_design_scores_gemma":[0.001227147,0.00004846225,0.942908,0.0001912377,0.00004086,0.00007794611,0.0003517198,0.000775234,0.05389632,0.0003591476,0.000003989048,0.0001199552],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994047,0.001087075,0.004191137,0.00005182798,0.000379515,0.0001326784,0.00001415996,0.00001365481,0.00008288835],"genre_scores_gemma":[0.9953894,0.0004387817,0.004072031,0.000006281614,0.00006597336,0.000002980664,0.0000109112,0.00001115327,0.000002478354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6568511,"threshold_uncertainty_score":0.4970405,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2496443041","doi":"10.1615/jpormedia.v19.i5.30","title":"IMPROVEMENT OF PERMEABILITY MODELS USING LARGE MERCURY INJECTION CAPILLARY PRESSURE DATASET FOR MIDDLE EAST CARBONATE RESERVOIRS","year":2016,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petroleum Research Newfoundland and Labrador; Memorial University of Newfoundland","funders":"","keywords":"Linearization; Nonlinear regression; Permeability (electromagnetism); Nonlinear system; Linear regression; Regression; Relative permeability; Regression analysis; Mathematics; Geology; Statistics; Chemistry; Porosity; Geotechnical engineering; Physics","authors":[{"name":"Hasan A. Nooruddin","is_ca":false},{"name":"M. Enamul Hossain","is_ca":true},{"name":"Hasan Y. Al-Yousef","is_ca":false},{"name":"Taha Okasha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03947924711328774,"gpt":0.2664446303966665,"spread":0.2269653832833788,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008540562,0.0001521785,0.0004112831,0.0001086273,0.00008210362,0.00001772189,0.0002653053,0.0001242322,0.00006662227],"category_scores_gemma":[0.0003358107,0.0001026711,0.0001858041,0.00008856632,0.00006385882,0.0003394588,0.00006053815,0.0001664371,2.57754e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001144813,"about_ca_system_score_gemma":0.0002120269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009914727,"about_ca_topic_score_gemma":0.00005521664,"domain_scores_codex":[0.9983321,0.0000282592,0.0006902142,0.0001986842,0.0004804543,0.0002702843],"domain_scores_gemma":[0.9981951,0.0001039661,0.0008493481,0.0003040322,0.0004117384,0.0001358299],"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":[0.0004355918,0.0003802924,0.002296829,0.0008664901,0.0005369411,0.00001685573,0.001290075,0.002255959,0.9849046,0.000009908032,0.001148388,0.005858056],"study_design_scores_gemma":[0.01889063,0.001250722,0.0004750248,0.00501922,0.007015,0.0006891803,0.01346172,0.1713361,0.7440387,0.008970193,0.0268036,0.002049922],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934064,0.001693458,0.001818743,0.0001919636,0.0001737226,0.00001778041,0.002556119,0.000008745302,0.0001330631],"genre_scores_gemma":[0.9985811,0.00009536255,0.0005511892,0.0000196968,0.000372106,0.000002865447,0.000100378,0.00002021524,0.0002571022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2408659,"threshold_uncertainty_score":0.4186807,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4205991304","doi":"10.1615/jpormedia.2022039869","title":"ANALYTICAL STUDY ON A ONE-DIMENSIONAL MODEL COUPLING BOTH DARCY FLOW AND LOW-VELOCITY NON-DARCY FLOW WITH THRESHOLD PRESSURE GRADIENT IN HETEROGENEOUS COMPOSITE RESERVOIRS","year":2022,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Darcy's law; Pressure gradient; Laplace transform; Permeability (electromagnetism); Mechanics; Boundary value problem; Flow (mathematics); Geology; Mathematics; Porous medium; Geotechnical engineering; Mathematical analysis; Physics; Porosity; Chemistry","authors":[{"name":"Wenchao Liu","is_ca":false},{"name":"Yaoyao Duan","is_ca":false},{"name":"Qitao Zhang","is_ca":false},{"name":"Zhangxin Chen","is_ca":true},{"name":"Xuemei Yan","is_ca":false},{"name":"Hedong Sun","is_ca":false},{"name":"Dahi Taleghani","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01390218811205071,"gpt":0.229425960018895,"spread":0.2155237719068443,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008726933,0.0002950558,0.0006970511,0.0004720124,0.0002036338,0.00008597826,0.0003360479,0.00007645282,0.00002674985],"category_scores_gemma":[0.00003114707,0.0002363321,0.0001362339,0.0003451486,0.00006251632,0.0001982467,0.0001462902,0.001242163,9.151659e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002131567,"about_ca_system_score_gemma":0.0001001537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004854768,"about_ca_topic_score_gemma":0.0002076047,"domain_scores_codex":[0.9972469,0.00006828894,0.0006706147,0.0003023732,0.001280189,0.0004316811],"domain_scores_gemma":[0.998953,0.0001502683,0.0001611427,0.0003180986,0.00009049876,0.0003270324],"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":[0.000386248,0.0007496076,0.00552961,0.00005453688,0.0006043037,0.001282721,0.002271374,0.9886576,0.0001830342,0.000001291649,0.0001679234,0.0001117369],"study_design_scores_gemma":[0.001868826,0.0005950879,0.007237181,0.0001330953,0.0002712927,0.000200465,0.0004240738,0.9887823,0.0001678306,0.00004073495,0.00001883116,0.0002602334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972026,0.0006049735,0.001504286,0.00019568,0.00017698,0.0002059002,0.00002887069,0.00003058969,0.0000500576],"genre_scores_gemma":[0.9984336,0.00004345606,0.001209822,0.00005708904,0.0001384465,0.0000120967,0.000009972689,0.00005343621,0.00004201486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001847301,"threshold_uncertainty_score":0.9637343,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2079500492","doi":"10.1615/jpormedia.v16.i8.60","title":"EFFECT OF RADIATION ON MIXED CONVECTION ALONG VERTICAL CYLINDER WITH UNIFORM SURFACE HEAT FLUX IN A POROUS MEDIUM","year":2013,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"","keywords":"Mechanics; Nusselt number; Heat flux; Combined forced and natural convection; Heat transfer; Natural convection; Cylinder; Porous medium; Thermodynamics; Materials science; Convection; Buoyancy; Curvature; Thermal radiation; Physics; Porosity; Geometry; Turbulence; Mathematics","authors":[{"name":"Waqar A. Khan","is_ca":true},{"name":"Malik M. Imran","is_ca":false},{"name":"Qaisar Ali","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005022693051875023,"gpt":0.2017267770062117,"spread":0.1967040839543367,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005077971,0.0001736371,0.0004259158,0.0001946801,0.00001747968,0.00001527362,0.00009233457,0.0001497215,0.00009827103],"category_scores_gemma":[0.00006300248,0.0001233583,0.00006635231,0.0001943445,0.0000355438,0.0002488021,0.000003759161,0.0003826655,0.00002417333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001676405,"about_ca_system_score_gemma":0.0000635985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001100517,"about_ca_topic_score_gemma":0.0001234373,"domain_scores_codex":[0.9986314,0.0000746633,0.0005309572,0.00008964957,0.0004258222,0.0002475661],"domain_scores_gemma":[0.9992734,0.0003410719,0.00003008695,0.0001088651,0.00009508615,0.0001515393],"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":[0.004097491,0.0008629696,0.1252855,0.001533505,0.0008421293,0.001090634,0.009529281,0.1647477,0.6136065,0.0002699455,0.00924502,0.06888933],"study_design_scores_gemma":[0.008456945,0.004072485,0.1689451,0.0004861839,0.0001758346,0.0004534901,0.0001913138,0.009988415,0.8066923,0.00004929802,0.0001133,0.0003753476],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968899,0.0003606634,0.001158583,0.0001629863,0.0009234732,0.0002256958,0.000001898085,0.00002667331,0.0002500704],"genre_scores_gemma":[0.9995013,0.0001193484,0.0001101003,0.00002422382,0.0001943751,0.000003913534,0.000005569225,0.00003209589,0.00000905517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1930858,"threshold_uncertainty_score":0.5030407,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2093565183","doi":"10.1615/jpormedia.v17.i4.70","title":"NUMERICAL SIMULATIONS OF REVERSIBLE REACTIVE FLOWS IN HOMOGENEOUS POROUS MEDIA","year":2014,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Instability; Porous medium; Chemical reaction; Viscous fingering; Homogeneous; Diffusion; Convection; Mechanics; Materials science; Convective instability; Thermodynamics; Chemical species; Viscous liquid; Porosity; Chemistry; Physics; Composite material","authors":[{"name":"Hesham Alhumade","is_ca":true},{"name":"Jalel Azaiez","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01601687454109967,"gpt":0.2460704349025639,"spread":0.2300535603614642,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004255272,0.000172165,0.0005535159,0.0003426256,0.00003161344,0.00001076588,0.0001866454,0.0001097693,0.00006377939],"category_scores_gemma":[0.001171654,0.0001565281,0.0001011161,0.0003630719,0.00004478079,0.0002394534,0.00002764954,0.0003269308,0.00001609484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001512519,"about_ca_system_score_gemma":0.00005371757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002460413,"about_ca_topic_score_gemma":0.0001110381,"domain_scores_codex":[0.9982595,0.00007465624,0.0008294092,0.0001100172,0.000483775,0.0002425971],"domain_scores_gemma":[0.9978102,0.001265744,0.0003112825,0.0001931262,0.0002903646,0.0001293069],"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":[0.00009525895,0.0001835616,0.0127632,0.00008233196,0.0002484667,0.0001616974,0.01097678,0.9597358,0.004598607,0.0001669999,0.001675823,0.009311491],"study_design_scores_gemma":[0.01667235,0.001229446,0.3458528,0.001304716,0.001156561,0.001233718,0.006428645,0.5658433,0.02088789,0.0156859,0.02095705,0.002747608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936547,0.0007775031,0.002556998,0.0001254584,0.001061835,0.0001002566,0.0000155058,0.0000412595,0.001666485],"genre_scores_gemma":[0.9961888,0.00008400976,0.003215169,0.00002987351,0.0004251813,0.000001116024,0.000004562921,0.00003465609,0.00001668799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3938925,"threshold_uncertainty_score":0.6383032,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4322749845","doi":"10.1615/jpormedia.2023044761","title":"A CONSTRUCTAL HEMODYNAMIC STUDY OF BYPASS GRAFTS WITH SIZE CONSTRAINT","year":2023,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ontario Tech University","funders":"","keywords":"Constructal law; Blood flow; Constraint (computer-aided design); Hemodynamics; Biomedical engineering; Interstitial space; Limiting; Flow (mathematics); Medicine; Mathematics; Mechanics; Cardiology; Mechanical engineering; Internal medicine; Engineering; Geometry; Heat transfer; Physics","authors":[{"name":"Sheng Chen","is_ca":true},{"name":"António F. Miguel","is_ca":false},{"name":"Murat Aydın","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01049659411490951,"gpt":0.2563635339513777,"spread":0.2458669398364682,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005638681,0.0001446626,0.0006921588,0.0002374703,0.00002507634,0.000007013384,0.00008712448,0.00006317236,0.00007651561],"category_scores_gemma":[0.0002237009,0.0001013722,0.0001664973,0.0003558917,0.0001829637,0.0000739583,0.00002970619,0.0002930525,0.000003629666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005376662,"about_ca_system_score_gemma":0.000341045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003150017,"about_ca_topic_score_gemma":0.00002645659,"domain_scores_codex":[0.9983608,0.00006891073,0.0005855715,0.0001201588,0.0006622251,0.0002022973],"domain_scores_gemma":[0.9984995,0.0003921353,0.0004294578,0.0001879935,0.0003122441,0.0001786344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00408824,0.002163717,0.7856956,0.0002013438,0.002096817,0.02642054,0.008405642,0.00002317006,0.02234348,0.0002495963,0.00828369,0.1400282],"study_design_scores_gemma":[0.006251507,0.005704621,0.9451529,0.0004568839,0.0006863811,0.01555294,0.0234136,0.00003701605,0.00166524,0.0003948229,0.0004278799,0.0002561522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978428,0.0001051711,0.00004130185,0.0003024129,0.0003514709,0.0002674575,0.00001274126,0.00006090857,0.00101573],"genre_scores_gemma":[0.9989882,0.00007105927,0.000622133,0.00006043139,0.0001618974,0.000004394206,0.000003649455,0.00002168141,0.00006660129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1594574,"threshold_uncertainty_score":0.413384,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1977551222","doi":"10.1615/jpormedia.v8.i2.70","title":"Flow through a Tube with an Annual Porous Medium Layer","year":2005,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":2,"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":"Porous medium; Laminar flow; Mechanics; Pressure drop; Materials science; Laminar flow reactor; Momentum (technical analysis); Flow coefficient; Boundary layer; Flow (mathematics); Volumetric flow rate; Drop (telecommunication); Dispersion (optics); Porosity; Open-channel flow; Physics; Optics; Composite material","authors":[{"name":"Jacob H. Masliyah","is_ca":true},{"name":"Artin Afacan","is_ca":true},{"name":"Shijie Liu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01737309779750262,"gpt":0.2552012321402001,"spread":0.2378281343426975,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003161708,0.0002240092,0.0004110882,0.0001132063,0.00005809472,0.00003270807,0.0002167146,0.0001042311,0.0001253154],"category_scores_gemma":[0.00009499356,0.0001631211,0.00006374605,0.0001722526,0.0000608175,0.001117231,0.0000243651,0.0003954075,0.00004740329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001143286,"about_ca_system_score_gemma":0.00007346734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005570517,"about_ca_topic_score_gemma":0.0001435986,"domain_scores_codex":[0.9983166,0.00003511297,0.0005554068,0.0001209628,0.0006503468,0.0003215936],"domain_scores_gemma":[0.9989306,0.00015104,0.000174118,0.0002045561,0.0003562252,0.0001835127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000445563,0.0004202737,0.00645957,0.0001070535,0.001168059,0.001284388,0.0845315,0.8053845,0.001247434,0.0001906129,0.05505586,0.04370514],"study_design_scores_gemma":[0.02996103,0.005452086,0.1716768,0.001066716,0.002351884,0.01284474,0.03814928,0.1166506,0.01595731,0.002793104,0.5978202,0.005276189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867969,0.002451318,0.004992834,0.001142608,0.001329684,0.0001248099,0.00002984252,0.0001963775,0.002935599],"genre_scores_gemma":[0.9680441,0.0001726433,0.02873111,0.0002810848,0.002613853,0.000002184129,0.000003837134,0.00006178497,0.00008937507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6887339,"threshold_uncertainty_score":0.6651886,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2064740360","doi":"10.1615/jpormedia.v15.i2.30","title":"MODIFIED TRANSPORT EQUATIONS FOR THE THREE-PHASE FLOW OF IMMISCIBLE, INCOMPRESSIBLE FLUIDS THROUGH WATER-WET POROUS MEDIA","year":2012,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":2,"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":"Countercurrent exchange; Porous medium; Wetting; Mechanics; Two-phase flow; Coupling (piping); Flow (mathematics); Phase (matter); Thermodynamics; Materials science; Porosity; Physics","authors":[{"name":"Ramon G. Bentsen","is_ca":true},{"name":"Japan Trivedi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03761802473164608,"gpt":0.2756190304334338,"spread":0.2380010057017878,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011169,0.0001976848,0.0003995304,0.00006223692,0.000237848,0.00001906882,0.0004398515,0.00008445431,0.0006002365],"category_scores_gemma":[0.0001091578,0.0001095656,0.0001881637,0.0001600023,0.0002522988,0.0007167347,0.00007157456,0.0001817378,0.00003525623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008723275,"about_ca_system_score_gemma":0.00003021568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001788993,"about_ca_topic_score_gemma":0.0003315768,"domain_scores_codex":[0.9978195,0.00005095721,0.0008066175,0.0001418615,0.0007480137,0.0004330816],"domain_scores_gemma":[0.9986726,0.0004980126,0.000334641,0.0002494187,0.0001018379,0.000143498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001778523,0.006086576,0.07768406,0.000252105,0.001732332,0.000116434,0.2773099,0.0125035,0.1836317,0.003371109,0.03260543,0.4029283],"study_design_scores_gemma":[0.03581291,0.003224922,0.5347856,0.000440257,0.004284032,0.0006666672,0.02311622,0.01822376,0.2240701,0.01936634,0.1331388,0.002870441],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6712043,0.001163401,0.3241312,0.0009593291,0.001508634,0.0003216519,0.00006164483,0.00001489868,0.0006349295],"genre_scores_gemma":[0.9951184,0.0001059036,0.003757768,0.0001185367,0.000461558,0.00003017106,0.00002321219,0.00002104033,0.0003633878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4571015,"threshold_uncertainty_score":0.6572168,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2044230210","doi":"10.1615/jpormedia.v15.i3.10","title":"UNSTEADY FLUID DYNAMICS FLOW AND HEAT TRANSFER IN CROSS FLOW OVER A HEATED CYLINDER EMBEDDED IN A POROUS MEDIUM","year":2012,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Nusselt number; Heat transfer; Porous medium; Darcy number; Materials science; Thermal conductivity; Thermodynamics; Mechanics; Reynolds number; Prandtl number; Work (physics); Heat transfer enhancement; Fluid dynamics; Heat transfer coefficient; Porosity; Turbulence; Physics; Composite material","authors":[{"name":"L. B. Younis","is_ca":true},{"name":"A. A. Mohamad","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01083208443572054,"gpt":0.2412017219819959,"spread":0.2303696375462753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001367661,0.0004393164,0.0008933003,0.000588971,0.00003710436,0.00005672127,0.0002547551,0.0004417232,0.0001332273],"category_scores_gemma":[0.0001245274,0.0003968035,0.0001302047,0.0004497702,0.0001167778,0.0007238843,0.00001973894,0.00107083,0.000008695209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000429819,"about_ca_system_score_gemma":0.0001528283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008408372,"about_ca_topic_score_gemma":0.002107622,"domain_scores_codex":[0.9966863,0.0001173544,0.001312903,0.0002128792,0.0006645659,0.001005936],"domain_scores_gemma":[0.9987574,0.0002625198,0.00002606655,0.0002362831,0.0001012048,0.0006164829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001918857,0.00272655,0.5857443,0.001895842,0.0009981574,0.006382967,0.1721209,0.1091333,0.05350428,0.0003047884,0.004238213,0.06103183],"study_design_scores_gemma":[0.03365735,0.0009038113,0.6871154,0.001816351,0.0004733611,0.005066092,0.004408362,0.2422322,0.01846557,0.0005349324,0.002063629,0.003262904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897423,0.003652375,0.002092503,0.0002116435,0.003442019,0.0002694677,0.00004916792,0.00007155878,0.0004689143],"genre_scores_gemma":[0.9968732,0.001114637,0.0009697137,0.0001430325,0.0007320065,0.00001234624,0.00003055423,0.0001046622,0.00001986525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1677125,"threshold_uncertainty_score":0.9998484,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3138477042","doi":"10.1615/jpormedia.2021025567","title":"NUMERICAL INVESTIGATION OF COUPLED ANOMALOUS DIFFUSION AND HEAT TRANSFER DURING THERMAL DISPLACEMENT PROCESS IN POROUS MEDIA UNDER LOCAL THERMAL EQUILIBRIUM","year":2021,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petroleum Research Newfoundland and Labrador; Memorial University of Newfoundland","funders":"","keywords":"Porous medium; Mechanics; Isothermal process; Heat transfer; Thermal diffusivity; Discretization; Materials science; Fluid dynamics; Heat flux; Thermal; Finite volume method; Thermodynamics; Porosity; Physics; Mathematics; Mathematical analysis","authors":[{"name":"Abiola D. Obembe","is_ca":false},{"name":"Sidqi A. Abu-Khamsin","is_ca":false},{"name":"M. Enamul Hossain","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.008915889516359354,"gpt":0.2101321333137931,"spread":0.2012162437974337,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000255155,0.0002321238,0.0005161223,0.0001626501,0.00002875188,0.00002184316,0.0001217233,0.0001646695,0.0001106745],"category_scores_gemma":[0.00002323744,0.0001977924,0.000084539,0.0002443197,0.0001012073,0.0002636411,0.00001445093,0.0003936836,0.000001299672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001085017,"about_ca_system_score_gemma":0.0001529949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001949121,"about_ca_topic_score_gemma":0.00004181063,"domain_scores_codex":[0.9981045,0.00006856681,0.0007932631,0.0001664828,0.0005311607,0.0003360306],"domain_scores_gemma":[0.9993667,0.0001258411,0.00002656943,0.000120065,0.0001291989,0.0002316514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000301162,0.0001431921,0.02159397,0.0003982323,0.00008173619,0.0004650914,0.009906708,0.02774576,0.9385822,0.00002251907,0.000008122262,0.0007512684],"study_design_scores_gemma":[0.006966442,0.0002986739,0.51048,0.0006515949,0.0001695641,0.0006569086,0.001769889,0.01962943,0.4587219,0.0001228237,0.000006290254,0.0005263978],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940168,0.002571736,0.00255253,0.0002238203,0.0004454875,0.0001203735,0.000006922021,0.00002540365,0.00003687402],"genre_scores_gemma":[0.9993271,0.0002380785,0.00009047563,0.00004376405,0.0002348633,0.000004434879,0.00001051697,0.00004696534,0.000003796242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4888861,"threshold_uncertainty_score":0.8065738,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2050667873","doi":"10.1615/jpormedia.v17.i12.60","title":"A NEW MATHEMATICAL MODEL FOR THE SOLVENT CHAMBER EVOLUTION IN THE VAPOR EXTRACTION PROCESS","year":2014,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petroleum Technology Research Centre; University of Regina","funders":"","keywords":"Mass transfer; Transition zone; Mechanics; Diffusion; Soil vapor extraction; Viscosity; Process (computing); Materials science; Thermodynamics; Petroleum engineering; Geology; Computer science; Physics","authors":[{"name":"Xinfeng Jia","is_ca":true},{"name":"Fanhua Zeng","is_ca":true},{"name":"Yongan Gu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0158287993223966,"gpt":0.2760734552930286,"spread":0.260244655970632,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009041738,0.00008178877,0.0001368732,0.00005941267,0.00002414165,0.00001918455,0.0001465878,0.0000629737,0.000009830992],"category_scores_gemma":[0.000292697,0.00004505586,0.00006915466,0.00007386944,0.00001102646,0.0001732368,0.00000445463,0.0002536202,0.000002356496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009363346,"about_ca_system_score_gemma":0.00004467488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002463352,"about_ca_topic_score_gemma":0.0000497059,"domain_scores_codex":[0.9992248,0.00001830482,0.0003182907,0.00004643373,0.0002547732,0.0001373961],"domain_scores_gemma":[0.9992653,0.0004036883,0.0001240363,0.0001093102,0.00006065622,0.00003697967],"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":[0.0002892964,0.0003764229,0.0001919928,0.0007054215,0.0001720072,0.0000314427,0.02766464,0.7086374,0.0215987,0.01517014,0.04105404,0.1841085],"study_design_scores_gemma":[0.0003999738,0.00008888847,0.00111428,0.0001517088,0.00005120267,0.000222856,0.0003558672,0.8765829,0.00207502,0.118483,0.0003680613,0.0001061904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06875756,0.0002404735,0.9296989,0.0003316942,0.0002239965,0.0001717342,8.227242e-7,0.00003136051,0.0005434136],"genre_scores_gemma":[0.986618,0.00007060931,0.01278932,0.00004079848,0.0003899934,0.00002464322,4.239892e-7,0.00001801531,0.0000482479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9178604,"threshold_uncertainty_score":0.1837325,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2007579409","doi":"10.1615/jpormedia.v18.i2.20","title":"INVESTIGATION OF THREE-PHASE RELATIVE PERMEABILITIES FOR HEAVY OIL SYSTEMS USING SIMULATED ANNEALING TECHNIQUE; EFFECT OF OIL VISCOSITY","year":2015,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Petroleum Technology Research Centre; University of Regina","funders":"","keywords":"Relative permeability; Materials science; Permeability (electromagnetism); Relative viscosity; Viscosity; Brine; Saturation (graph theory); Thermodynamics; Chemistry; Composite material; Porosity; Mathematics; Membrane","authors":[{"name":"Farshid Torabi","is_ca":true},{"name":"Manoochehr Akhlaghinia","is_ca":true},{"name":"Christine W. Chan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03756494176430233,"gpt":0.2907534633560824,"spread":0.2531885215917801,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001969733,0.0001933365,0.0006859372,0.0002787478,0.00002585919,0.00001311331,0.0001556572,0.0001922017,0.000001397427],"category_scores_gemma":[0.00121628,0.000167308,0.0001471733,0.0002093271,0.0001058043,0.0004518571,0.00001872038,0.0002725241,1.65585e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000338505,"about_ca_system_score_gemma":0.0001276744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007212833,"about_ca_topic_score_gemma":0.00000961671,"domain_scores_codex":[0.9982492,0.0001344958,0.0009402825,0.0001012871,0.0003853287,0.0001893746],"domain_scores_gemma":[0.9975704,0.000803188,0.0006804814,0.0001685347,0.0006396937,0.0001377179],"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":[0.001049833,0.00006649234,0.003853422,0.004593013,0.0003841368,0.00002710263,0.005524637,0.3492218,0.6240602,0.0001031485,0.0002697522,0.01084644],"study_design_scores_gemma":[0.001577751,0.001479288,0.00004406138,0.002157499,0.0001718069,0.00007289228,0.0002335078,0.1204711,0.872407,0.001167684,0.00001916849,0.0001983083],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511184,0.00138146,0.04658752,0.000006708168,0.0005135514,0.0001605462,0.00003282765,0.00008871929,0.0001102467],"genre_scores_gemma":[0.9878457,0.00005574707,0.01188648,0.000002150386,0.0001453535,0.000006978307,0.00000643581,0.00004343026,0.00000772524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2483467,"threshold_uncertainty_score":0.6822622,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2916950360","doi":"10.1615/jpormedia.2019019718","title":"INCORPORATING GRAVITY DRAINAGE AND REIMBIBITION MECHANISMS IN TRADITIONAL MATERIAL BALANCE EQUATION FOR FRACTURED OIL RESERVOIRS: MATHEMATICAL MODELING AND SIMULATION ANALYSIS","year":2019,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Hydraulic Fracturing and Reservoir Analysis","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":"Petroleum Technology Research Centre; University of Regina","funders":"","keywords":"Geology; Drainage; Petroleum engineering; Fracture (geology); Matrix (chemical analysis); Mechanics; Porosity; Flow (mathematics); Material balance; Geotechnical engineering; Materials science; Engineering; Physics","authors":[{"name":"Negin Rahmati","is_ca":false},{"name":"Mohammad Reza Rasaei","is_ca":false},{"name":"Farshid Torabi","is_ca":true},{"name":"Bahram Dabir","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01886142836327221,"gpt":0.2366379355534934,"spread":0.2177765071902212,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009237365,0.000118482,0.0003800733,0.0003895654,0.00004685695,0.00006376432,0.00006121496,0.0001178705,0.00004327996],"category_scores_gemma":[0.0002191984,0.000103229,0.00008410967,0.0002197405,0.00001589049,0.0003231881,0.00001140407,0.0001820246,0.000001036381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006755919,"about_ca_system_score_gemma":0.00001586648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001007518,"about_ca_topic_score_gemma":0.00002115011,"domain_scores_codex":[0.9988607,0.00005015326,0.0005353357,0.0001245202,0.0002927614,0.0001365759],"domain_scores_gemma":[0.9992529,0.0002955863,0.0001964803,0.00008828682,0.00009021485,0.00007649006],"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":[0.00006152022,0.00002057206,0.00008891581,0.0001481846,0.0001141809,0.000006520221,0.0005184602,0.9961061,0.002135119,0.0001679157,0.000003154883,0.000629391],"study_design_scores_gemma":[0.0005599324,0.00005138586,0.0006394177,0.00009868735,0.0001807791,0.000008842167,0.0001330597,0.9522673,0.0003502732,0.04560396,0.000002842831,0.0001034632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6825092,0.0000653652,0.3171136,0.0000868368,0.00008713284,0.00005249208,0.00001387189,0.00001310672,0.00005838097],"genre_scores_gemma":[0.9875986,0.00002072814,0.01210856,0.00001154163,0.0001712233,0.00000417255,0.00005974888,0.00001524735,0.00001017915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3050894,"threshold_uncertainty_score":0.4209555,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4411413633","doi":"10.1615/jpormedia.2025056711","title":"ANALYTICAL AND NUMERICAL SIMULATION OF TEMPERATURE RELIANT THERMAL CONDUCTIVITY AND VISCOSITY DISPARITY EFFECTS ON THE ONSET OF CELLULAR CONVECTIVE MOTION IN A VISCOELASTIC OLDROYD-B FLUID SATURATED PERMEABLE LAYER","year":2025,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Athabasca University","funders":"","keywords":"Viscoelasticity; Viscosity; Materials science; Thermal conductivity; Convection; Mechanics; Thermal; Motion (physics); Thermodynamics; Composite material; Classical mechanics; Physics","authors":[{"name":"Dhananjay Yadav","is_ca":false},{"name":"Mukesh Kumar Awasthi","is_ca":false},{"name":"Ravi Ragoju","is_ca":false},{"name":"Krishnendu Bhattacharyya","is_ca":false},{"name":"Mohammad Hassan","is_ca":false},{"name":"Abhishek Kumar Singh","is_ca":false},{"name":"Junye Wang","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.007653148103546305,"gpt":0.2346111168237138,"spread":0.2269579687201675,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004206673,0.0001186077,0.0004103308,0.0001031985,0.00004246512,0.000006079496,0.00005886806,0.0001499462,0.000004171303],"category_scores_gemma":[0.001513569,0.00007593475,0.00004715991,0.000190189,0.0001620655,0.00007408905,0.00004152773,0.0005080577,1.593223e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004557846,"about_ca_system_score_gemma":0.000034235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002675168,"about_ca_topic_score_gemma":0.00000846086,"domain_scores_codex":[0.9991242,0.0001654734,0.0003268828,0.0001175387,0.0001462433,0.0001197021],"domain_scores_gemma":[0.9978454,0.001753093,0.0001504715,0.00008436653,0.0001269011,0.00003979994],"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":[0.001222675,0.0003563127,0.1025283,0.0002871257,0.0003513132,0.00007111984,0.001775774,0.05935986,0.8301454,0.003578435,0.00004349486,0.0002802194],"study_design_scores_gemma":[0.0008333659,0.0001712591,0.3037356,0.000248485,0.0001095929,0.00001308253,0.0001242422,0.6523006,0.04217994,0.0002119576,3.596841e-7,0.00007151525],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920011,0.0005006173,0.006928144,0.0002875585,0.000137152,0.0001101125,0.000007512516,0.000004001868,0.00002382089],"genre_scores_gemma":[0.9998335,0.0000359513,0.00004979813,0.00003071409,0.00002779606,0.000001301099,0.000001930907,0.000005111193,0.00001385671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7879654,"threshold_uncertainty_score":0.3096529,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2915027984","doi":"10.1615/jpormedia.2019028940","title":"DEVELOPMENT OF SCALING CRITERIA FOR WATERFLOODING AND IMMISCIBLE CO2 FLOODING IN TIGHT FORMATIONS","year":2019,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"","keywords":"Scaling; Water flooding; Mechanics; Diffusion; Displacement (psychology); Viscous fingering; Enhanced oil recovery; Oil field; Petroleum engineering; Flooding (psychology); Materials science; Porous medium; Geotechnical engineering; Geology; Physics; Thermodynamics; Mathematics; Porosity; Geometry","authors":[{"name":"Deyue Zhou","is_ca":true},{"name":"Daoyong Yang","is_ca":true},{"name":"Xiao‐Yan Meng","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01490858224844635,"gpt":0.254773304876275,"spread":0.2398647226278286,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005325997,0.0000823145,0.0002371107,0.0002447138,0.00001843546,0.00001731203,0.00008588457,0.00005401282,0.00001630112],"category_scores_gemma":[0.00005954169,0.0000733315,0.00003216991,0.00007836597,0.00000814602,0.0003279209,0.00001733141,0.0001090452,0.000001272287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007760088,"about_ca_system_score_gemma":0.00003287089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.993336e-7,"about_ca_topic_score_gemma":0.00001246899,"domain_scores_codex":[0.9991097,0.000007587594,0.0005581487,0.00005004831,0.0001245042,0.0001500431],"domain_scores_gemma":[0.9996016,0.0001000178,0.000130033,0.00005600562,0.00006835141,0.00004397823],"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":[0.00005143171,0.00004318658,0.003125891,0.0009939359,0.00008378387,0.000007302914,0.01817622,0.003275242,0.9413694,0.0001784526,0.0004284418,0.03226672],"study_design_scores_gemma":[0.0009091597,0.00006274028,0.002829514,0.0009785399,0.00001813325,0.00004755523,0.0009270257,0.007337272,0.9848386,0.0007399916,0.00112481,0.0001866345],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863402,0.000255804,0.01243187,0.00001228686,0.0004176488,0.0001053135,0.000003127212,0.00002172996,0.0004120462],"genre_scores_gemma":[0.8632604,0.00008640106,0.1365762,0.000004103604,0.00004362956,0.000004143393,0.000001992446,0.00001463668,0.000008492108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1241443,"threshold_uncertainty_score":0.2990372,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2086675230","doi":"10.1615/jpormedia.v18.i2.60","title":"MODELING OF MULTISTEP DRAINAGE PROCESS USING THE EXTENDED INTERACTIVE TUBE-BUNDLE MODEL","year":2015,"lang":"en","type":"article","venue":"Journal of Porous Media","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Calgary","funders":"","keywords":"Drainage; Capillary pressure; Porous medium; Capillary action; Wetting; Saturation (graph theory); Process (computing); Materials science; Multiphase flow; Mechanics; Petroleum engineering; Relative permeability; Porosity; Geotechnical engineering; Geology; Computer science; Composite material; Mathematics; Physics","authors":[{"name":"Mingzhe Dong","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03476949240605266,"gpt":0.297344034769992,"spread":0.2625745423639394,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005439129,0.0001442161,0.000307072,0.0001416939,0.00002261233,0.00001995201,0.0002982914,0.00007777187,0.000003745611],"category_scores_gemma":[0.0003688537,0.0001050299,0.00008950427,0.0001311049,0.00003759904,0.0004885168,0.00003094529,0.0004093692,0.000001477498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002025842,"about_ca_system_score_gemma":0.000126445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001219739,"about_ca_topic_score_gemma":0.00001910643,"domain_scores_codex":[0.9987751,0.0000330622,0.0005316325,0.00007854494,0.0003961838,0.0001854537],"domain_scores_gemma":[0.9989514,0.00009449647,0.0002248143,0.0001610173,0.0004634036,0.0001049187],"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":[0.00005107736,0.00004771002,0.00001316963,0.00004423731,0.00004946433,0.00001662325,0.006362258,0.9822746,0.008683587,0.00003053953,0.00008553734,0.002341219],"study_design_scores_gemma":[0.0003123427,0.00007477429,0.000005670024,0.0002077955,0.00004003608,0.0001298823,0.002081919,0.962528,0.02673982,0.007766828,0.000005248382,0.0001076108],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6613209,0.0004725984,0.3360014,0.00001579394,0.0003810341,0.00008401533,0.00000623451,0.00005049712,0.00166748],"genre_scores_gemma":[0.9675768,0.00004788977,0.03216637,0.00001620193,0.0001411383,0.000002767517,6.75817e-7,0.00003921827,0.000008944693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3062558,"threshold_uncertainty_score":0.4282996,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}