{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"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":"5e8cd9becae1","filters":{"venue":"International Journal of Computing Science and Mathematics"}},"results":[{"id":"W4253781546","doi":"10.1504/ijcsm.2020.111109","title":"Detection of brain tumour by using moments and transforms on segmented magnetic resonance brain images","year":2020,"lang":"en","type":"article","venue":"International Journal of Computing Science and Mathematics","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","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 Manitoba","funders":"","keywords":"Zernike polynomials; Brain cancer; Magnetic resonance imaging; Artificial intelligence; Computer science; Pattern recognition (psychology); Computer vision; Nuclear magnetic resonance; Physics; Nuclear medicine; Medicine; Cancer; Radiology; Optics","authors":[{"name":"Ajay Prashar","is_ca":false},{"name":"Rahul Upneja","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0311585299835594,"gpt":0.2952527819119241,"spread":0.2640942519283647,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002824713,0.0004363386,0.0004492368,0.002248533,0.0001611258,0.0005808796,0.0003787854,0.0003900634,0.0007532674],"category_scores_gemma":[0.001490644,0.0001884694,0.0006054868,0.0009368892,0.0002879197,0.000642974,0.0003703228,0.0003012929,0.0004956581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989148,"about_ca_system_score_gemma":0.0002842994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009875039,"about_ca_topic_score_gemma":0.001071617,"domain_scores_codex":[0.9997178,0.00004187673,0.00001849997,0.00006081297,0.000118386,0.00004267585],"domain_scores_gemma":[0.9995988,0.0001410063,0.00008170734,0.00004057796,0.000111614,0.00002624434],"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":[0.0004587825,0.00008279533,0.003364137,0.0002027011,0.00007946533,0.000411842,0.0001847575,0.02289715,0.3702742,0.001747186,0.001122604,0.5991744],"study_design_scores_gemma":[0.00002981379,0.0004152197,0.0284438,0.00003997344,0.0001126943,0.002201953,0.0003017754,0.7609792,0.1998489,0.004291937,0.003267968,0.0000667795],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2604216,0.0004712646,0.7358503,0.000133063,0.00004717604,0.00009634086,0.0002015275,0.001444027,0.001334756],"genre_scores_gemma":[0.6505601,0.000546769,0.3468883,0.00003328561,0.00006160777,0.00006296971,0.0004463699,0.0001141444,0.001286479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002248533,"threshold_uncertainty_score":0.002519906,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4404540041","doi":"10.1504/ijcsm.2024.142729","title":"A hybrid framework for job scheduling on the cloud through firefly and cuckoo search algorithm","year":2024,"lang":"en","type":"article","venue":"International Journal of Computing Science and Mathematics","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Firefly algorithm; Computer science; Cuckoo search; Cuckoo; Cloud computing; Firefly protocol; Algorithm; Scheduling (production processes); Mathematical optimization; Mathematics; Operating system","authors":[{"name":"Swagata Sarkar","is_ca":true},{"name":"S. Vimala","is_ca":false},{"name":"M. Vignesh","is_ca":false},{"name":"C. Sivakumaran","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03320414966590421,"gpt":0.3334557239023256,"spread":0.3002515742364213,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009547267,0.0008707938,0.0009187208,0.0008653975,0.001029061,0.0008337263,0.001694272,0.0009066897,0.002188143],"category_scores_gemma":[0.0009575954,0.0004520167,0.0007973558,0.001079871,0.0005714701,0.0007700209,0.0006551457,0.0006724031,0.0004476535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275077,"about_ca_system_score_gemma":0.001877402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.030833,"about_ca_topic_score_gemma":0.01890202,"domain_scores_codex":[0.9995967,0.0001029132,0.00001500118,0.00005457315,0.0001597948,0.00007105885],"domain_scores_gemma":[0.9997682,0.00008390348,0.00002483538,0.00001975031,0.00007019503,0.00003312447],"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":[0.0001527591,0.00009582795,0.0006378373,0.0001427369,0.00007811782,0.0000886979,0.0001026894,0.9170499,0.007044054,0.01391605,0.003281262,0.05741013],"study_design_scores_gemma":[0.00002642024,0.00002871477,0.00009187719,0.000005360122,0.000007843245,0.00001534735,0.000006295851,0.9970295,0.0006029707,0.0009376028,0.001237713,0.00001037147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02995391,0.0009311844,0.9598547,0.0002521963,0.0001587112,0.000209551,0.00007552306,0.002290401,0.00627388],"genre_scores_gemma":[0.4600614,0.000651138,0.5300474,0.0001659593,0.00009583886,0.0005360931,0.0001882168,0.0004322555,0.00782177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.030833,"threshold_uncertainty_score":0.06130707,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4367459929","doi":"10.1504/ijcsm.2023.10055914","title":"Particle resolved direct numerical simulation of heat transfer in gas-solid flows","year":2023,"lang":"en","type":"article","venue":"International Journal of Computing Science and Mathematics","topic":"Particle Dynamics in Fluid Flows","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 Manitoba","funders":"","keywords":"Mechanics; Heat transfer; Particle (ecology); Statistical physics; Physics; Environmental science; Geology","authors":[{"name":"Ali Zaidi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02112334078451318,"gpt":0.3073194511817594,"spread":0.2861961103972462,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003493365,0.0003509048,0.0006133622,0.0002545675,0.0003788112,0.0006678734,0.0008892721,0.001145086,0.001294233],"category_scores_gemma":[0.0009407708,0.000236145,0.0004952618,0.0002405009,0.0006607765,0.0005247574,0.0007585078,0.000613877,0.0001802418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003374466,"about_ca_system_score_gemma":0.0006167467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002838562,"about_ca_topic_score_gemma":0.001250303,"domain_scores_codex":[0.999822,0.00004964183,0.000007408828,0.00001968959,0.00008108804,0.00002034704],"domain_scores_gemma":[0.9997327,0.0001506741,0.00002399056,0.00002472704,0.00004181507,0.00002615522],"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":[0.0000809402,0.00008500049,0.0008880734,0.0001086307,0.00002038596,0.0001658686,0.00008444178,0.9739242,0.008407436,0.007795919,0.0002712182,0.008167848],"study_design_scores_gemma":[0.000008953372,0.0000119892,0.00006230218,0.000001715799,0.000001173115,0.00001038752,0.000004061675,0.9982692,0.001034673,0.0003323225,0.0002610749,0.00000208788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2336481,0.0006259378,0.7535695,0.0002506053,0.0002737053,0.0001654589,0.0001660705,0.0005528271,0.01074772],"genre_scores_gemma":[0.8723097,0.0002339387,0.1240529,0.00004788033,0.00002966279,0.0001673901,0.0001129262,0.00005649413,0.002989138],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002838562,"threshold_uncertainty_score":0.005644083,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387098971","doi":"10.1504/ijcsm.2023.133633","title":"Particle resolved direct numerical simulation of heat transfer in gas-solid flows","year":2023,"lang":"en","type":"article","venue":"International Journal of Computing Science and Mathematics","topic":"Lattice Boltzmann Simulation Studies","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 Manitoba","funders":"","keywords":"Cartesian coordinate system; Heat transfer; Mechanics; Grid; Boundary value problem; Reliability (semiconductor); Particle (ecology); Domain (mathematical analysis); Boundary (topology); Regular grid; Computer science; Physics; Materials science; Thermodynamics; Mathematics; Mathematical analysis; Geometry","authors":[{"name":"Ali A. Zaidi","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03045599408290601,"gpt":0.3220150634376548,"spread":0.2915590693547488,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003507215,0.0003342321,0.0006186594,0.0002484538,0.0003866096,0.0006484826,0.0009390317,0.001117998,0.00133717],"category_scores_gemma":[0.0009245978,0.0002412431,0.0004845913,0.0002452518,0.0006786023,0.0005248879,0.0007617717,0.0006288547,0.0001998739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003515101,"about_ca_system_score_gemma":0.0006731385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002935509,"about_ca_topic_score_gemma":0.001348512,"domain_scores_codex":[0.9998177,0.00005121541,0.000007152105,0.00001859635,0.00008445483,0.00002083893],"domain_scores_gemma":[0.9997414,0.0001423708,0.00002397023,0.00002328347,0.00004150937,0.00002749957],"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":[0.00007623639,0.00008565785,0.0008486114,0.0001056254,0.00002004291,0.000147696,0.00008154842,0.9732614,0.008525249,0.008932484,0.0002575431,0.007657965],"study_design_scores_gemma":[0.000009306086,0.00001121041,0.00005475121,0.000001820172,0.000001124823,0.00001016919,0.000004204926,0.9983113,0.0009542791,0.0003799246,0.0002597817,0.000002086767],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.21342,0.0006209478,0.7738718,0.0002581415,0.0002575266,0.0001501065,0.0001553738,0.0004888485,0.01077735],"genre_scores_gemma":[0.8507448,0.0002546189,0.1451706,0.00005676409,0.00003075597,0.0001855438,0.0001136699,0.00006138592,0.003381871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002935509,"threshold_uncertainty_score":0.005836844,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4401658514","doi":"10.1504/ijcsm.2024.10066077","title":"A Hybrid Framework for Job Scheduling on the Cloud through Firefly and Cuckoo Search Algorithm","year":2024,"lang":"en","type":"article","venue":"International Journal of Computing Science and Mathematics","topic":"Cloud Computing and Resource Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Firefly algorithm; Computer science; Cuckoo search; Cuckoo; Cloud computing; Firefly protocol; Algorithm; Scheduling (production processes); Mathematical optimization; Mathematics; Operating system","authors":[{"name":"M. Vignesh","is_ca":false},{"name":"C Sivakumaran","is_ca":false},{"name":"S. Vimala","is_ca":false},{"name":"Swagata Sarkar","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03320414966590421,"gpt":0.3334557239023256,"spread":0.3002515742364213,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009547267,0.0008707938,0.0009187208,0.0008653975,0.001029061,0.0008337263,0.001694272,0.0009066897,0.002188143],"category_scores_gemma":[0.0009575954,0.0004520167,0.0007973558,0.001079871,0.0005714701,0.0007700209,0.0006551457,0.0006724031,0.0004476535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275077,"about_ca_system_score_gemma":0.001877402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.030833,"about_ca_topic_score_gemma":0.01890202,"domain_scores_codex":[0.9995967,0.0001029132,0.00001500118,0.00005457315,0.0001597948,0.00007105885],"domain_scores_gemma":[0.9997682,0.00008390348,0.00002483538,0.00001975031,0.00007019503,0.00003312447],"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":[0.0001527591,0.00009582795,0.0006378373,0.0001427369,0.00007811782,0.0000886979,0.0001026894,0.9170499,0.007044054,0.01391605,0.003281262,0.05741013],"study_design_scores_gemma":[0.00002642024,0.00002871477,0.00009187719,0.000005360122,0.000007843245,0.00001534735,0.000006295851,0.9970295,0.0006029707,0.0009376028,0.001237713,0.00001037147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02995391,0.0009311844,0.9598547,0.0002521963,0.0001587112,0.000209551,0.00007552306,0.002290401,0.00627388],"genre_scores_gemma":[0.4600614,0.000651138,0.5300474,0.0001659593,0.00009583886,0.0005360931,0.0001882168,0.0004322555,0.00782177],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.030833,"threshold_uncertainty_score":0.06130707,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}