{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"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":"d2cc4072bb70","filters":{"venue":"Liaoning Higher Vocational Technical Institute Journal"}},"results":[{"id":"W2385044762","doi":"","title":"Leadership and Revelation of Vancouver Island University","year":2010,"lang":"en","type":"article","venue":"Liaoning Higher Vocational Technical Institute Journal","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","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":"Vocational education; Connotation; LEAPS; Value (mathematics); Leadership development; Management; Public relations; Neuroleadership; Political science; Curriculum; Sociology; Strategic leadership; Leadership; Engineering ethics; Leadership style; Pedagogy; Engineering; Shared leadership; Business","authors":[{"name":"Zou Xue-zhong","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.06349290154984814,"gpt":0.2514052025573431,"spread":0.1879123010074949,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002490715,0.00007639706,0.00009765831,0.00003671252,0.000336221,0.00002959577,0.000154211,0.00008821596,0.0003277702],"category_scores_gemma":[0.000130177,0.0000388423,0.00003790211,0.0003530842,0.000255023,0.0003875493,0.00005079492,0.00033736,0.000005879041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000291392,"about_ca_system_score_gemma":0.00004095162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003483077,"about_ca_topic_score_gemma":0.0008138861,"domain_scores_codex":[0.9993388,0.0000197852,0.0001922463,0.0001274327,0.0002107865,0.0001109656],"domain_scores_gemma":[0.9993066,0.0001462727,0.0001587875,0.00003497677,0.0002967892,0.00005655204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00008302378,0.0004233849,0.04482775,0.00002290928,0.00009991444,0.0000106821,0.0001279844,0.00005004522,0.2830572,0.5447419,0.09493274,0.03162251],"study_design_scores_gemma":[0.0001438196,0.00004366368,0.7941671,0.00003055847,0.00001710511,0.00003024846,0.0001706016,0.000006529181,0.0001688637,0.003263607,0.2018466,0.0001112521],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959614,0.00007712875,0.0002308512,0.01080276,0.00212018,0.0001373033,0.00003526204,0.00005900966,0.02692354],"genre_scores_gemma":[0.992514,0.00001787029,0.004395106,0.0001243647,0.0004329559,8.779799e-7,0.00001111086,6.364563e-7,0.002503087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7493393,"threshold_uncertainty_score":0.3588853,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2389543532","doi":"","title":"A Study of \"Clover-Leaf Junction\" of Higher Education","year":2002,"lang":"en","type":"article","venue":"Liaoning Higher Vocational Technical Institute Journal","topic":"Engineering Education and Curriculum Development","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":"Bachelor; Mohawk; Vocational education; Higher education; Quality (philosophy); Engineering; Engineering education; Engineering management; Mathematics education; Medical education; Pedagogy; Sociology; Psychology; Political science; Computer science; Library science; Medicine","authors":[{"name":"Xie Yuan-dan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03066849901546608,"gpt":0.2701455674957435,"spread":0.2394770684802774,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001440146,0.0001577528,0.000213224,0.0002387925,0.00007483658,0.00002637117,0.0002302255,0.0000949887,0.0008437171],"category_scores_gemma":[0.00002851853,0.0001513444,0.00007048435,0.0004961829,0.00004897819,0.0002761502,0.00002389394,0.0003495266,0.00002843256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001813647,"about_ca_system_score_gemma":0.00007881975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000076826,"about_ca_topic_score_gemma":0.000002013795,"domain_scores_codex":[0.9986619,0.00001892293,0.0006191751,0.000133742,0.000409911,0.0001562873],"domain_scores_gemma":[0.9992865,0.00003034155,0.0001483165,0.0002038635,0.0002228594,0.0001081669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00004971441,0.01645045,0.02387239,0.0007047819,0.001280304,0.00002629787,0.00304711,0.22518,0.02343801,0.1480393,0.5078385,0.05007306],"study_design_scores_gemma":[0.001344634,0.0002895069,0.7180408,0.0004206058,0.0001223459,0.0001709498,0.0002452053,0.000644512,0.0008587867,0.0007363483,0.2765208,0.0006055368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8674608,0.003044076,0.005246513,0.001587437,0.02194663,0.0007671844,0.000006919219,0.0007022429,0.09923816],"genre_scores_gemma":[0.9908513,0.0000648747,0.005073536,0.00005201267,0.0004028759,0.00003580076,0.000005119445,0.00002270891,0.003491742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6941684,"threshold_uncertainty_score":0.9238111,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2388446126","doi":"","title":"Assimilate the Soul of Advanced Countries to Build Double-Quality Teaching Staff in Higher Vocational Colleges","year":2008,"lang":"en","type":"article","venue":"Liaoning Higher Vocational Technical Institute Journal","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":"Vocational education; Quality (philosophy); Teaching staff; Soul; Medical education; Mathematics education; Pedagogy; Engineering management; Engineering; Psychology; Medicine","authors":[{"name":"MA Su-ling","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1035656664278235,"gpt":0.395169362149129,"spread":0.2916036957213055,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003347975,0.0002962397,0.0004272868,0.0003836088,0.001044231,0.0002030117,0.001781134,0.0001760788,0.0001144722],"category_scores_gemma":[0.0003471536,0.0002298298,0.0001589113,0.0009522929,0.0003731215,0.001206866,0.0002904408,0.001385745,0.00002865045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003855105,"about_ca_system_score_gemma":0.001019127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007576888,"about_ca_topic_score_gemma":0.0000234149,"domain_scores_codex":[0.9961097,0.0005181369,0.001210674,0.00050233,0.00120114,0.0004580774],"domain_scores_gemma":[0.9973089,0.0007408946,0.0005537968,0.0006901444,0.0004468027,0.0002594629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001096082,0.0005625017,0.004102396,0.00002119976,0.00005498004,0.00002130786,0.001680673,0.006218463,0.001691438,0.974122,0.005889833,0.00552563],"study_design_scores_gemma":[0.001454849,0.0001295168,0.6815484,0.0002175238,0.00001526553,0.000230804,0.00007181941,0.000125532,0.0004919644,0.007259685,0.307978,0.0004766319],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3226619,0.0007961792,0.4571269,0.1644605,0.01018544,0.001241878,0.00003168222,0.0006006172,0.04289486],"genre_scores_gemma":[0.770548,0.00003342428,0.2251129,0.001181657,0.0004688061,0.00005788487,0.000005350945,0.00001723531,0.002574739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9668623,"threshold_uncertainty_score":0.9372188,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2369634868","doi":"","title":"On Higher Vocational Technology Education in Canada","year":2005,"lang":"en","type":"article","venue":"Liaoning Higher Vocational Technical Institute Journal","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":"Vocational education; Government (linguistics); Higher education; Engineering; Production (economics); Political science; Engineering management; Sociology; Pedagogy; Economics; Law","authors":[{"name":"Zhang Shi-ze","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02154454822574681,"gpt":0.3239555945003305,"spread":0.3024110462745837,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008417559,0.0002697378,0.0002787174,0.0007092371,0.0003664104,0.0001963451,0.001438922,0.0001926341,0.0003030975],"category_scores_gemma":[0.0002696162,0.0002586181,0.00008041995,0.001251271,0.0001095433,0.0009728484,0.0001347176,0.001339919,0.0001160269],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002558195,"about_ca_system_score_gemma":0.01072429,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0129198,"about_ca_topic_score_gemma":0.0299795,"domain_scores_codex":[0.9972621,0.0001830392,0.0007867935,0.0005139896,0.0008006442,0.0004534067],"domain_scores_gemma":[0.9982477,0.0002874949,0.000317591,0.0005808828,0.0003017797,0.0002645668],"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":[0.000007102291,0.0003861909,0.001890596,0.000004317384,0.00001474847,0.000009059835,0.00003140149,0.001491216,0.0001696051,0.8161464,0.02168201,0.1581673],"study_design_scores_gemma":[0.000539583,0.00005403817,0.4331393,0.0001651717,0.000009268885,0.0002609837,0.00001414912,0.000417242,0.0001860573,0.04362153,0.5211409,0.0004517544],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0957472,0.001792315,0.3286445,0.3914865,0.02697331,0.0008896274,0.00001135324,0.001012767,0.1534425],"genre_scores_gemma":[0.7650065,0.00001664247,0.225989,0.004535656,0.0009224961,0.00005216924,0.000008876191,0.00001711682,0.003451621],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7725249,"threshold_uncertainty_score":0.9999866,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2350062277","doi":"","title":"On Designing Construction and Management of Residential Quarters","year":2002,"lang":"en","type":"article","venue":"Liaoning Higher Vocational Technical Institute Journal","topic":"Urban and spatial planning","field":"Environmental 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":"Plan (archaeology); Quarter (Canadian coin); Vocational education; Quality (philosophy); Construct (python library); Business; Engineering; Architectural engineering; Environmental planning; Operations management; Transport engineering; Economic growth; Geography; Computer science; Economics","authors":[{"name":"Yanmei Fan","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02742425939256884,"gpt":0.2420481852772633,"spread":0.2146239258846945,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001970131,0.00009617428,0.0001048808,0.00006038434,0.0002252084,0.00004764415,0.0001313917,0.00005910209,0.001038161],"category_scores_gemma":[0.00001444642,0.00008824396,0.00003923695,0.0001470119,0.0002946441,0.0003016567,0.00005400047,0.0002324096,0.00006630988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009085036,"about_ca_system_score_gemma":0.00000377424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001790201,"about_ca_topic_score_gemma":0.000003246171,"domain_scores_codex":[0.9989989,0.00002803303,0.0002835031,0.0001662202,0.0003779212,0.0001453706],"domain_scores_gemma":[0.9996248,0.00003856334,0.000144637,0.00009203161,0.00001061548,0.00008930382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000434574,0.001081974,0.05642553,0.0001570688,0.0004537629,0.0006489666,0.0007609508,0.03421155,0.06174076,0.4550129,0.1629828,0.2260891],"study_design_scores_gemma":[0.003337926,0.0009338659,0.9187065,0.001315125,0.0002229758,0.001277809,0.0001491912,0.00281027,0.002395989,0.02255871,0.04524299,0.00104867],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6288341,0.0003852286,0.1456185,0.004164479,0.002709475,0.0005660676,0.000006871896,0.0002151258,0.2175002],"genre_scores_gemma":[0.9496883,0.0000670531,0.04943272,0.0001163101,0.00008664354,0.000003977623,0.000001466361,0.000006759946,0.0005968175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.862281,"threshold_uncertainty_score":0.999875,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2365257967","doi":"","title":"Studying Foreign Vocational Education Experience to Construct Chinese Higher Vocational Education Mode","year":2006,"lang":"en","type":"article","venue":"Liaoning Higher Vocational Technical Institute Journal","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":"Vocational education; China; Construct (python library); Mode (computer interface); Higher education; Mathematics education; Pedagogy; Political science; Psychology; Computer science","authors":[{"name":"Hongwei Zhang","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0330517039748956,"gpt":0.3738377087120804,"spread":0.3407860047371848,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001157133,0.0005578544,0.0004424464,0.000836312,0.001354118,0.0009992181,0.002061657,0.0002726723,0.0003253366],"category_scores_gemma":[0.0003788002,0.0005286909,0.0002331072,0.001910993,0.000295041,0.002730674,0.0003028047,0.001002988,0.0001867243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009635842,"about_ca_system_score_gemma":0.004554343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002518816,"about_ca_topic_score_gemma":0.00002203456,"domain_scores_codex":[0.9950682,0.0003396025,0.001383059,0.001023473,0.001522637,0.0006630414],"domain_scores_gemma":[0.9961791,0.0003427129,0.0006546595,0.0009520093,0.001282177,0.0005893125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001886335,0.00135502,0.007594238,0.00001854676,0.00003549763,0.000003462049,0.0004331098,0.0009429463,0.002297291,0.8962315,0.01628607,0.07478344],"study_design_scores_gemma":[0.0004945386,0.00007888167,0.7787831,0.0001984766,0.00002914566,0.0004947316,0.00008588509,0.0002899579,0.0002013624,0.09511023,0.1234387,0.0007950582],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06306983,0.0006734905,0.7569481,0.01892773,0.01584999,0.001006906,0.00001543556,0.0007753892,0.1427332],"genre_scores_gemma":[0.6355923,0.000007805648,0.3542267,0.002207926,0.002863087,0.0003053711,0.00007804448,0.00003340497,0.004685367],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8011213,"threshold_uncertainty_score":0.999946,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}