{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"01dd69fb16c2","filters":{"venue":"i-manager’s Journal on Mathematics"}},"results":[{"id":"W4379660134","doi":"10.26634/jmat.12.1.19398","title":"Performance analysis of convolutional neural networks for image classification with appropriate optimizers","year":2023,"lang":"en","type":"article","venue":"i-manager’s Journal on Mathematics","topic":"Advanced Neural Network Applications","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Softmax function; Convolutional neural network; Stochastic gradient descent; Computer science; Artificial intelligence; Machine learning; Activation function; Artificial neural network; Gradient descent; Pattern recognition (psychology); Selection (genetic algorithm); Contextual image classification; Function (biology); Image (mathematics)","authors":[{"name":"D. Sana","is_ca":false},{"name":"Ul Rahman Jamshaid","is_ca":false},{"name":"Haider Gulfam","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03655396320317812,"gpt":0.2861152899283393,"spread":0.2495613267251612,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00480607,0.001547705,0.001055815,0.0009616953,0.0004368823,0.0009493116,0.0009543556,0.00124141,0.00131873],"category_scores_gemma":[0.0131483,0.0003694044,0.0007691368,0.00098439,0.0007699548,0.001299429,0.0008844113,0.001314173,0.000432576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002056496,"about_ca_system_score_gemma":0.001712095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01418202,"about_ca_topic_score_gemma":0.009969822,"domain_scores_codex":[0.9985384,0.0005195272,0.0001323888,0.0002623965,0.0003565605,0.0001908389],"domain_scores_gemma":[0.9965661,0.001940773,0.0002966314,0.0003776437,0.0007191243,0.00009977803],"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":[0.0004135865,0.00008766258,0.003408921,0.0001676659,0.0001355169,0.00005839196,0.00004309259,0.9413564,0.001669131,0.003462922,0.00208262,0.04711424],"study_design_scores_gemma":[0.000005997889,0.00004068654,0.000539963,0.000008567442,0.000009468465,0.0000104274,0.000006229542,0.9974458,0.001096835,0.0006771152,0.0001550174,0.000003969296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5946163,0.01184595,0.3706172,0.002352254,0.0003010904,0.0002448683,0.001035419,0.003746576,0.01524032],"genre_scores_gemma":[0.9340152,0.0009957906,0.06011495,0.0001765562,0.00005661318,0.0001192387,0.001379281,0.000302382,0.002840047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01418202,"threshold_uncertainty_score":0.02819896,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3197043301","doi":"10.26634/jmat.11.2.19190","title":"On Kolmogorov Complexity of Unitary Transformations in Quantum Computing","year":2022,"lang":"en","type":"article","venue":"i-manager’s Journal on Mathematics","topic":"Computability, Logic, AI Algorithms","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":"Wilfrid Laurier University","funders":"","keywords":"Kolmogorov complexity; Unitary state; Hilbert space; Unitary transformation; Transformation (genetics); Mathematics; Context (archaeology); Quantum computer; Quantum information; Qubit; Quantum; Algebra over a field; Computer science; Discrete mathematics; Algorithm; Pure mathematics; Quantum mechanics; Physics","authors":[{"name":"Alexei Kaltchenko","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05591416659177609,"gpt":0.2832760759183838,"spread":0.2273619093266077,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004244206,0.0009358489,0.0013426,0.002604658,0.001987138,0.004550935,0.001536809,0.001779507,0.003011152],"category_scores_gemma":[0.03229795,0.0004841399,0.001324302,0.001914158,0.00892776,0.01260486,0.004626249,0.004594767,0.0004537292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002828667,"about_ca_system_score_gemma":0.001577466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001130474,"about_ca_topic_score_gemma":0.0005818249,"domain_scores_codex":[0.9951032,0.001787453,0.0002992993,0.0006211087,0.001607616,0.000581248],"domain_scores_gemma":[0.9563259,0.03663322,0.001839428,0.00221056,0.001991413,0.0009994894],"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":[0.00003964322,0.00002430321,0.0004357551,0.00006343613,0.0000148398,0.00005529701,0.0001833524,0.01299245,0.0005706302,0.9818813,0.0006527456,0.003086108],"study_design_scores_gemma":[0.000006047711,0.00001620734,0.0001740087,0.00001525303,0.000004376423,0.00002604721,0.00002562149,0.02683208,0.0002165941,0.9720366,0.0006303799,0.00001672287],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2049466,0.004652046,0.7212285,0.00832714,0.0003886457,0.0001499069,0.0007959631,0.0002920479,0.05921917],"genre_scores_gemma":[0.9399289,0.002152582,0.05157362,0.0007355592,0.0009482412,0.0002435573,0.0004911914,0.0001286086,0.003797804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004550935,"threshold_uncertainty_score":0.0224458,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4400587008","doi":"10.26634/jmat.13.1.20387","title":"Estimation of quantum entropies","year":2024,"lang":"en","type":"article","venue":"i-manager’s Journal on Mathematics","topic":"Quantum Computing Algorithms and Architecture","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":"Wilfrid Laurier University","funders":"","keywords":"Quantum relative entropy; Quantum discord; Generalized relative entropy; Joint quantum entropy; Quantum entanglement; Entropy estimation; Quantum algorithm; Quantum; Entropy (arrow of time); Mathematics; Quantum information; Statistical physics; Algorithm; Computer science; Quantum mechanics; Physics; Statistics","authors":[{"name":"Kaltchenko Alexei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0123509798710335,"gpt":0.2618308964462879,"spread":0.2494799165752544,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001436625,0.0005613602,0.0006362358,0.001601516,0.0004586142,0.001524524,0.001021115,0.0007876022,0.001588556],"category_scores_gemma":[0.01169195,0.0003864125,0.000376269,0.000713943,0.001573252,0.003199536,0.001790867,0.00138243,0.0003529359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008888164,"about_ca_system_score_gemma":0.0008159038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004031,"about_ca_topic_score_gemma":0.0006979513,"domain_scores_codex":[0.9990792,0.0003075666,0.00004993221,0.0001947108,0.0002829435,0.00008559564],"domain_scores_gemma":[0.9968118,0.002082945,0.0002776826,0.0004714062,0.0002847829,0.00007129533],"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":[0.0001266363,0.00004985325,0.00194606,0.0001197643,0.00007463503,0.00007816002,0.0001518984,0.2794151,0.01196014,0.6249446,0.001495119,0.079638],"study_design_scores_gemma":[0.000006026914,0.00001467028,0.0004579919,0.0000134807,0.000005957084,0.00003530161,0.00001629696,0.8392962,0.004843357,0.1545829,0.0007054887,0.00002237524],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03398806,0.0002976643,0.9621685,0.0002605233,0.0000391117,0.00002140936,0.0001124342,0.0002084838,0.002903869],"genre_scores_gemma":[0.7836402,0.0006367629,0.2125657,0.0001253981,0.0001314175,0.0000655078,0.0003718969,0.0001352868,0.002327822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001601516,"threshold_uncertainty_score":0.007597685,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}