{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"92f407230f3f","filters":{"venue":"Computer Knowledge and Technology"}},"results":[{"id":"W2378341239","doi":"","title":"A Cross-Layer Routing for Wireless Mesh Networks","year":2009,"lang":"en","type":"article","venue":"Computer Knowledge and Technology","topic":"Mobile Ad Hoc Networks","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":"Nortel (Canada)","funders":"","keywords":"Computer science; Computer network; Wireless mesh network; Routing protocol; Dynamic Source Routing; Routing (electronic design automation); Zone Routing Protocol; Link-state routing protocol; Network packet; Distributed computing; Wireless; Wireless network; Telecommunications","authors":[{"name":"Wenming Song","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01306743884257896,"gpt":0.2694376639796872,"spread":0.2563702251371083,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000631377,0.0003814484,0.0001857145,0.0005253828,0.0004434742,0.0007892709,0.0005822429,0.000635979,0.002578878],"category_scores_gemma":[0.0009506462,0.0001856423,0.0004188638,0.0004528456,0.0002490957,0.0008781558,0.0005961211,0.0005297675,0.0007392889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002916922,"about_ca_system_score_gemma":0.0003861899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005706341,"about_ca_topic_score_gemma":0.0005457048,"domain_scores_codex":[0.9996011,0.0001221183,0.00003230833,0.00005999158,0.0001610386,0.00002358024],"domain_scores_gemma":[0.9997428,0.00005925844,0.00003251464,0.00005160339,0.0000954609,0.00001836333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002448335,0.0001501558,0.001432705,0.0008846297,0.0002261711,0.0006100211,0.0001938359,0.06060234,0.08261656,0.1682119,0.02424865,0.6605783],"study_design_scores_gemma":[0.00009213276,0.0008245538,0.002579915,0.0001735516,0.0002457115,0.00188648,0.00009086385,0.5696852,0.04627757,0.05827739,0.3197659,0.0001006242],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01459192,0.007924587,0.9583527,0.001092647,0.001293722,0.0002407713,0.0001777763,0.001262896,0.01506298],"genre_scores_gemma":[0.390944,0.007977635,0.5662356,0.0009134718,0.0006570379,0.0004474309,0.001034511,0.0001963758,0.03159384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002578878,"threshold_uncertainty_score":0.008627236,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2358800480","doi":"","title":"Research on Chinese Query using Ajax Technology in PHP and Smarty Environment","year":2015,"lang":"en","type":"article","venue":"Computer Knowledge and Technology","topic":"Advanced Computational Techniques and Applications","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":"La Cité Collégiale","funders":"","keywords":"Ajax; Computer science; Encoding (memory); Premise; Mode (computer interface); Database; Query expansion; Process (computing); Function (biology); Sargable; ENCODE; Web search query; Information retrieval; World Wide Web; Web application; Search engine; Operating system; Artificial intelligence","authors":[{"name":"Huang Ling-n","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07195164697822673,"gpt":0.3837336647029454,"spread":0.3117820177247187,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002729156,0.0005256427,0.0006543888,0.001677782,0.001233176,0.003146577,0.001352005,0.0008055588,0.00391858],"category_scores_gemma":[0.004283146,0.0003432095,0.0008222712,0.004505361,0.001116177,0.01137914,0.001139762,0.0009559058,0.0006513387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424948,"about_ca_system_score_gemma":0.002614612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01084248,"about_ca_topic_score_gemma":0.003565545,"domain_scores_codex":[0.9964769,0.0008549637,0.0002940591,0.0005546691,0.001470817,0.0003485224],"domain_scores_gemma":[0.9980299,0.0008371372,0.0001015768,0.0002150789,0.0007307499,0.0000855422],"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":[0.0008011072,0.0004729005,0.009142115,0.0033161,0.0001307376,0.00129535,0.008357091,0.006919229,0.07247943,0.2733384,0.02892502,0.5948225],"study_design_scores_gemma":[0.0004322066,0.001369729,0.02103551,0.000520757,0.0007197325,0.006630562,0.01315319,0.3130283,0.160084,0.1092376,0.3731926,0.0005957106],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1632892,0.01990958,0.7372068,0.005998475,0.0005443122,0.000791614,0.0007941736,0.003468781,0.06799708],"genre_scores_gemma":[0.7430432,0.02123594,0.2052494,0.001602308,0.0006660278,0.0004110992,0.00181138,0.0004480006,0.02553263],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01084248,"threshold_uncertainty_score":0.0215587,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2388432637","doi":"","title":"SQL Injection Reasons and Prevention","year":2008,"lang":"en","type":"article","venue":"Computer Knowledge and Technology","topic":"Web Application Security Vulnerabilities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"SQL injection; Computer science; Hacker; SQL; Computer security; Database; Quarter (Canadian coin); World Wide Web; Search engine; Query by Example","authors":[{"name":"Zeng Fang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01635594277049796,"gpt":0.2519326722474597,"spread":0.2355767294769617,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00383678,0.0005626169,0.0003600974,0.003589023,0.001462792,0.004668717,0.0008614529,0.004133053,0.01409667],"category_scores_gemma":[0.01971434,0.0003749176,0.0007235887,0.001293513,0.004063704,0.004481419,0.002270344,0.005443143,0.003646695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001712496,"about_ca_system_score_gemma":0.002440772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0020701,"about_ca_topic_score_gemma":0.001588712,"domain_scores_codex":[0.9938845,0.001125279,0.0003901648,0.0005654676,0.00316,0.0008746278],"domain_scores_gemma":[0.9820671,0.007885383,0.003143098,0.001577504,0.00441311,0.0009138053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001689186,0.0003199317,0.0384306,0.0004512778,0.00006014427,0.002786563,0.003733866,0.0005805022,0.00255109,0.6098233,0.1051481,0.2359458],"study_design_scores_gemma":[0.00006836668,0.000232465,0.03170806,0.002405432,0.0001292528,0.01876294,0.004509522,0.003893637,0.008169556,0.2525578,0.6774131,0.0001498538],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1004156,0.04434897,0.05793229,0.2126467,0.004300739,0.0004143078,0.0008586757,0.00189278,0.5771899],"genre_scores_gemma":[0.8351549,0.01608813,0.01072004,0.04453931,0.002650286,0.0001094159,0.0003401986,0.0003832547,0.09001456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01409667,"threshold_uncertainty_score":0.04715806,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2364515814","doi":"","title":"Research on the Computer Curriculum of Nursing Specialty in Vocational Colleges","year":2015,"lang":"en","type":"article","venue":"Computer Knowledge and Technology","topic":"Higher Education and Teaching Methods","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":"Deep River Science Academy","funders":"","keywords":"Vocational education; Computer science; Curriculum; Specialty; Set (abstract data type); Scheme (mathematics); Field (mathematics); Medical education; Medicine; Pedagogy; Psychology; Programming language","authors":[{"name":"Liu Chun-we","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1339095001850439,"gpt":0.436065895391388,"spread":0.3021563952063441,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001716187,0.00009081366,0.0001089738,0.001335542,0.0005651502,0.001305356,0.0004195095,0.0003562436,0.005308566],"category_scores_gemma":[0.01243991,0.00008318109,0.0001274303,0.002068778,0.0003711018,0.001179269,0.0006295554,0.0004042427,0.0003416448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003651718,"about_ca_system_score_gemma":0.01110756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01374249,"about_ca_topic_score_gemma":0.01781486,"domain_scores_codex":[0.9986023,0.0004501153,0.00006115939,0.0001389641,0.0005114517,0.0002359505],"domain_scores_gemma":[0.9953839,0.001277792,0.000434341,0.0001161871,0.001645229,0.001142591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001992075,0.001186902,0.3763374,0.001107132,0.00002533705,0.0001722821,0.008391051,0.001163904,0.003540059,0.0324186,0.008035332,0.5674227],"study_design_scores_gemma":[0.00003818977,0.0004914574,0.936574,0.001064343,0.00003323406,0.0001506371,0.01051341,0.001617625,0.001742959,0.003158136,0.04460002,0.00001591464],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507723,0.004518804,0.002104121,0.004406998,0.0002145062,0.0001965699,0.0002215546,0.00002085806,0.0375443],"genre_scores_gemma":[0.9897079,0.002631869,0.0009883528,0.0004647822,0.00007301921,0.00006895555,0.0002214844,0.000005574078,0.005838126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01374249,"threshold_uncertainty_score":0.02732497,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2349974272","doi":"","title":"Practice Study on Personal Training Modeby College and Enterprise Joint — Taking Computer Application Technology as an Example","year":2015,"lang":"en","type":"article","venue":"Computer Knowledge and Technology","topic":"Higher Education and Teaching Methods","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":"La Cité Collégiale","funders":"","keywords":"Connotation; Vocational education; Computer science; Joint (building); Engineering management; Training (meteorology); Knowledge management; Pedagogy; Sociology","authors":[{"name":"Yue Fu","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1037538939602578,"gpt":0.3682953419458464,"spread":0.2645414479855887,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004144514,0.0003250535,0.0003271355,0.0009341932,0.004823965,0.00157221,0.0009899079,0.001693727,0.007594508],"category_scores_gemma":[0.00713611,0.0004121515,0.000320924,0.0007415949,0.002041716,0.002194223,0.003100006,0.00185133,0.001010134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001648535,"about_ca_system_score_gemma":0.002797082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579489,"about_ca_topic_score_gemma":0.004734578,"domain_scores_codex":[0.996286,0.002112325,0.0001421463,0.0005216143,0.0003205859,0.000617254],"domain_scores_gemma":[0.9930105,0.00275005,0.0004729248,0.0004270548,0.0008111623,0.002528423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002809644,0.006863876,0.04506134,0.0007243706,0.00003082067,0.006031856,0.7548987,0.0002828701,0.006225206,0.006314664,0.007905756,0.1653795],"study_design_scores_gemma":[0.0001189201,0.002523968,0.03941287,0.0005412707,0.00003112149,0.004320225,0.8538053,0.000839668,0.002768049,0.00185443,0.09368867,0.00009555536],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843762,0.0003540185,0.002707775,0.001301778,0.00009059187,0.000343098,0.00002037714,0.00002634496,0.01077974],"genre_scores_gemma":[0.9825004,0.0004659222,0.002852475,0.0007088027,0.00003507953,0.0002305739,0.00002441467,0.00001370429,0.01316859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007594508,"threshold_uncertainty_score":0.02540612,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2382433494","doi":"","title":"The Interactive Learning Platform WebCT with MSN-based Training in English Listening and Speaking","year":2009,"lang":"en","type":"article","venue":"Computer Knowledge and Technology","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Active listening; Computer science; Multimedia; Virtual learning environment; Human–computer interaction; Psychology","authors":[{"name":"Zhongyi Hu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01640945271700565,"gpt":0.2911556287754302,"spread":0.2747461760584245,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006625935,0.0004673274,0.0002765808,0.0006634273,0.0003864407,0.000782486,0.0009842968,0.0006443286,0.05735571],"category_scores_gemma":[0.001203411,0.0002226517,0.0003482025,0.0005308246,0.0003385539,0.001116484,0.001171681,0.0005658775,0.01532815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006092602,"about_ca_system_score_gemma":0.001870958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005781389,"about_ca_topic_score_gemma":0.0123184,"domain_scores_codex":[0.9996847,0.00004589915,0.00002252879,0.00004758658,0.0001483914,0.0000509966],"domain_scores_gemma":[0.9994469,0.0001404037,0.00002014994,0.00006326872,0.0001661801,0.000163038],"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":[0.000706256,0.0005061377,0.002167374,0.0005323814,0.00001809338,0.000726998,0.0008716378,0.001965238,0.05284257,0.01450064,0.09116349,0.8339992],"study_design_scores_gemma":[0.0004485279,0.000959795,0.02374567,0.0004187747,0.00009429465,0.003405233,0.0003907443,0.03671341,0.1027015,0.009188994,0.8217025,0.0002305983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03744657,0.0005922683,0.633705,0.000970632,0.0003701132,0.001749511,0.002990143,0.04804001,0.2741357],"genre_scores_gemma":[0.1915466,0.0006159194,0.520403,0.0009311345,0.0001909516,0.002063043,0.003893532,0.003595205,0.2767607],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05735571,"threshold_uncertainty_score":0.191874,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2390174242","doi":"","title":"The Design of Small Residential Quarters Property Management Software","year":2007,"lang":"en","type":"article","venue":"Computer Knowledge and Technology","topic":"Wireless Sensor Networks and IoT","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Property management; Modernization theory; Quarter (Canadian coin); Contradiction; Computer science; Residential property; Property (philosophy); Management system; Scientific management; Software; Engineering management; Operations management; Business; Economic growth; Engineering","authors":[{"name":"Feng Gao","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009993851970967938,"gpt":0.1946985516258543,"spread":0.1847046996548864,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009497717,0.0003538307,0.00027166,0.0005982592,0.0006414521,0.001441029,0.001851668,0.0005020101,0.004838262],"category_scores_gemma":[0.002414615,0.0004548214,0.000436572,0.0003831398,0.0006063472,0.001556099,0.00100659,0.0005293183,0.001285413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007515344,"about_ca_system_score_gemma":0.001103614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002854533,"about_ca_topic_score_gemma":0.002689021,"domain_scores_codex":[0.9994401,0.0001175485,0.00005769346,0.0001071075,0.0002097816,0.00006770376],"domain_scores_gemma":[0.999057,0.0001999518,0.0001017975,0.000197944,0.0003361623,0.0001070484],"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":[0.001104296,0.0007408411,0.01971666,0.0009453659,0.0001705388,0.001771417,0.00504312,0.07656738,0.2114616,0.1061493,0.03231087,0.5440185],"study_design_scores_gemma":[0.0001699495,0.0005532316,0.005798243,0.0001183656,0.0001650108,0.00102037,0.0008190753,0.69348,0.1124095,0.01440096,0.1709815,0.00008379887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.077999,0.0001457009,0.8943083,0.0003231806,0.00005521465,0.0005706825,0.0001255508,0.01246104,0.0140113],"genre_scores_gemma":[0.4993089,0.0002011881,0.4788487,0.0002114885,0.0000243013,0.0004948468,0.0005375934,0.001626834,0.01874611],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.004838262,"threshold_uncertainty_score":0.01618558,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}