{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":4,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":4,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"158cf1c782e7","filters":{"venue":"Artificial intelligence"}},"results":[{"id":"W3115871817","doi":"10.5772/intechopen.95328","title":"Visibility-Based Technologies and Methodologies for Autonomous Driving","year":2021,"lang":"en","type":"book-chapter","venue":"Artificial intelligence","topic":"Autonomous Vehicle Technology and Safety","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Visibility; Obstacle; Computer science; Sight; Lidar; Computer vision; Segmentation; Identification (biology); Artificial intelligence; Orientation (vector space); Geography; Remote sensing","authors":[{"name":"Said M. Easa","is_ca":false},{"name":"Yang Ma","is_ca":false},{"name":"Ashraf Mohamed Abdelaziz Elshorbagy","is_ca":false},{"name":"Ahmed Shaker","is_ca":false},{"name":"Songnian Li","is_ca":false},{"name":"Shriniwas Arkatkar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07498361055953667,"gpt":0.2999801604335309,"spread":0.2249965498739943,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004598555,0.001071624,0.0004616391,0.001319207,0.0006038995,0.002752868,0.001337656,0.0009964382,0.008920864],"category_scores_gemma":[0.001063114,0.0005243571,0.0006470146,0.00139293,0.001114785,0.003154712,0.001323524,0.001552438,0.003872632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009746278,"about_ca_system_score_gemma":0.0008227744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00160568,"about_ca_topic_score_gemma":0.001671581,"domain_scores_codex":[0.9994593,0.00008472557,0.00002956081,0.000112102,0.0002769495,0.00003740216],"domain_scores_gemma":[0.9997413,0.0001072204,0.0000211658,0.00003631896,0.00007811055,0.00001591951],"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":[0.00001240942,0.0000312684,0.0001932537,0.0007594347,0.00002792023,0.0001124679,0.0005101517,0.01009779,0.003370291,0.6646825,0.02196135,0.2982411],"study_design_scores_gemma":[0.000005106926,0.00004067895,0.0003182308,0.0003467356,0.0000166873,0.0003884255,0.0002300035,0.01956485,0.001786835,0.3268431,0.6504275,0.00003190666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002159007,0.04780268,0.8049458,0.001096657,0.001185838,0.0001389183,0.000229875,0.001002666,0.1414385],"genre_scores_gemma":[0.08837043,0.07766481,0.6890822,0.0007561904,0.001451451,0.0003756417,0.0009220172,0.0007095954,0.1406676],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008920864,"threshold_uncertainty_score":0.02984333,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4391823308","doi":"10.5772/intechopen.1004221","title":"Perspective Chapter: Nano and Society 5.0 – Advancing the Human-Centric Revolution","year":2024,"lang":"en","type":"book-chapter","venue":"Artificial intelligence","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Wilfrid Laurier University; University of Ottawa","funders":"","keywords":"Engineering ethics; Nanotechnology; Transformative learning; Political science; Sustainability; Context (archaeology); Societal impact of nanotechnology; Engineering; Sociology; Materials science","authors":[{"name":"Basma El Zein","is_ca":false},{"name":"Ali Elrashidi","is_ca":false},{"name":"Mohanad Dahlan","is_ca":false},{"name":"Ahmed Al Jarwan","is_ca":false},{"name":"Ghassan Jabbour","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02904883696769876,"gpt":0.2890150175887822,"spread":0.2599661806210834,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003149735,0.0007362352,0.0002714013,0.0009117537,0.001738193,0.004109274,0.0005433089,0.001747035,0.04358388],"category_scores_gemma":[0.0006197799,0.0002045742,0.0003107556,0.001004852,0.00173881,0.004663418,0.001307992,0.003145109,0.01908274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002758421,"about_ca_system_score_gemma":0.002410345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002355933,"about_ca_topic_score_gemma":0.005771107,"domain_scores_codex":[0.9996361,0.00008646516,0.000009830868,0.00005072042,0.0001804553,0.00003653192],"domain_scores_gemma":[0.9997719,0.00009127887,0.0000115502,0.00001353294,0.00007636941,0.00003532109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001102365,0.00002465881,0.00004008822,0.0002457723,0.000002606421,0.00005902334,0.000896866,0.0001772176,0.0005749447,0.327177,0.6110464,0.05974451],"study_design_scores_gemma":[4.939867e-7,0.000002772047,0.00002918024,0.0001001802,5.65494e-7,0.0000382889,0.0001101699,0.00002112536,0.00005667481,0.008972657,0.990666,0.000001862726],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005480626,0.07414936,0.002368872,0.01921572,0.01181304,0.00003441619,0.00009469613,0.0001188263,0.891657],"genre_scores_gemma":[0.00805839,0.04662328,0.001874264,0.01010384,0.003371228,0.00005169478,0.0001347721,0.0001386098,0.929644],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04358388,"threshold_uncertainty_score":0.1458026,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4387453012","doi":"10.5772/intechopen.113050","title":"Spiking Neural Encoding and Hardware Implementations for Neuromorphic Computing","year":2023,"lang":"en","type":"book-chapter","venue":"Artificial intelligence","topic":"Advanced Memory and Neural Computing","field":"Engineering","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":"Neuromorphic engineering; MNIST database; Spiking neural network; Computer science; Robustness (evolution); Computer architecture; Von Neumann architecture; Encoder; Multiplexing; Implementation; Computer engineering; Encoding (memory); Spike (software development); Artificial intelligence; Artificial neural network; Computer hardware; Programming language","authors":[{"name":"Honghao Zheng","is_ca":false},{"name":"Yang Yi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1831538013492192,"gpt":0.3262542713948658,"spread":0.1431004700456466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001056617,0.0005416757,0.0002487354,0.0004820382,0.0001873485,0.0007067288,0.0008318158,0.000555133,0.01387807],"category_scores_gemma":[0.0004145166,0.0002289249,0.000286961,0.0008364071,0.0002423664,0.001090147,0.0004058814,0.0008174801,0.004576924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004126388,"about_ca_system_score_gemma":0.0003082328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004611212,"about_ca_topic_score_gemma":0.0008835361,"domain_scores_codex":[0.9998815,0.00001051536,0.000007596456,0.00001542807,0.00007578103,0.000009046385],"domain_scores_gemma":[0.9999151,0.00002045112,0.000005932653,0.00001500149,0.00003826917,0.000005179642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008213692,0.00005811374,0.0001746851,0.0008676989,0.00004577253,0.000166635,0.00009585758,0.02546791,0.07527529,0.1342346,0.03296245,0.7305689],"study_design_scores_gemma":[0.00002655018,0.0001880584,0.0004834995,0.0003107296,0.00005553135,0.001075751,0.0000613169,0.1860573,0.07321972,0.09342364,0.6450418,0.00005604411],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01130971,0.02508097,0.8110403,0.000858554,0.001595293,0.0001544523,0.0004235237,0.004239599,0.1452975],"genre_scores_gemma":[0.1717298,0.03435314,0.5813693,0.001016608,0.0004941567,0.0003322056,0.001371524,0.0008940302,0.2084392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01387807,"threshold_uncertainty_score":0.04642677,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4416668291","doi":"10.5772/intechopen.1012593","title":"Supplementing AI “Curriculum” Using Teachers Pay Teachers Resources: What There Is and What There Isn’t","year":2025,"lang":"en","type":"book-chapter","venue":"Artificial intelligence","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Mount Saint Vincent University","keywords":"Curriculum; Payment; Quality (philosophy); Resource (disambiguation); Professional development; Educational resources; Faculty development; Curriculum development","authors":[{"name":"G. Michael Bowen","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04135439542539012,"gpt":0.3043964227643723,"spread":0.2630420273389822,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002353238,0.0003183736,0.0003570506,0.003248025,0.001631025,0.00451703,0.0008093933,0.0006634119,0.005961521],"category_scores_gemma":[0.01873348,0.0004003883,0.0003517917,0.003453525,0.0014387,0.005895446,0.002305855,0.0007671871,0.001145192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002767398,"about_ca_system_score_gemma":0.004591494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01435861,"about_ca_topic_score_gemma":0.03213122,"domain_scores_codex":[0.9965963,0.00123113,0.0002879717,0.0003049959,0.001136648,0.0004429971],"domain_scores_gemma":[0.9840819,0.005752551,0.004236852,0.001626999,0.00282598,0.001475739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002627166,0.001825015,0.5136612,0.0007138208,0.00006046493,0.0004636668,0.04021817,0.0005988752,0.0029857,0.009633356,0.01132043,0.4182566],"study_design_scores_gemma":[0.00005431054,0.0005386845,0.8205116,0.000748169,0.0001054098,0.0004941022,0.08053558,0.001357744,0.00459551,0.002899793,0.08808517,0.00007393726],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657871,0.00053559,0.001236885,0.00186332,0.00003369916,0.0001221703,0.0003816433,0.00007088606,0.02996877],"genre_scores_gemma":[0.9900181,0.0005529397,0.003949939,0.0003744107,0.00002470522,0.0001326305,0.0004987454,0.00003642573,0.00441202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01435861,"threshold_uncertainty_score":0.02855009,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}