{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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":"054d623ed157","filters":{"venue":"Penerbit UTM Press eBooks"}},"results":[{"id":"W28827168","doi":"10.1016/j.molp.2017.08.002","title":"Pembangunan ekonomi dalam hubungan Etnik","year":2009,"lang":"id","type":"book-chapter","venue":"Penerbit UTM Press eBooks","topic":"Islamic Finance and Banking Studies","field":"Business, Management and Accounting","cited_by":2,"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; China Scholarship Council","keywords":"Political science; Sociology; Humanities; Art","authors":[{"name":"Hamidah Abdul Rahman","is_ca":false},{"name":"Muhammad Daud Khan","is_ca":false},{"name":"Norlin Ahmad","is_ca":false},{"name":"Paimah Atoma","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02772327560051764,"gpt":0.2204807820328949,"spread":0.1927575064323773,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006099716,0.0004911319,0.0002973877,0.0008153434,0.001358256,0.004370973,0.0004133699,0.0007455908,0.03820364],"category_scores_gemma":[0.0008198586,0.000164986,0.0002745146,0.001235698,0.0009259154,0.002039061,0.002046863,0.00102605,0.009540442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003033559,"about_ca_system_score_gemma":0.005217935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009861102,"about_ca_topic_score_gemma":0.01440657,"domain_scores_codex":[0.9994842,0.0001319102,0.00003217486,0.00006930688,0.0001391347,0.0001432576],"domain_scores_gemma":[0.9995659,0.00006584987,0.00005290842,0.00004963825,0.0001700969,0.00009566646],"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":[0.0002720469,0.0002516842,0.02745639,0.001393983,0.00007935184,0.001854642,0.008436571,0.00192202,0.01100634,0.1577538,0.06952197,0.7200512],"study_design_scores_gemma":[0.00001112658,0.00006057376,0.01917911,0.0004740965,0.00001988606,0.0006374791,0.007276568,0.0005013671,0.002921731,0.005239854,0.9636537,0.00002440467],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1415942,0.03023468,0.009484537,0.02540784,0.001502895,0.0002609185,0.001418746,0.0005380581,0.7895582],"genre_scores_gemma":[0.3534963,0.01943802,0.005168449,0.001615153,0.000227033,0.00009816245,0.0006032203,0.0001065991,0.6192471],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03820364,"threshold_uncertainty_score":0.1278039,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W103230502","doi":"","title":"Higher education and the global marketplace from Malaysian experience","year":2009,"lang":"en","type":"book-chapter","venue":"Penerbit UTM Press eBooks","topic":"Higher Education Governance and Development","field":"Social 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":"Higher education; Competitor analysis; Internationalization; Competition (biology); Government (linguistics); Globalization; Competitive advantage; Business; Marketing; Institution; Quality (philosophy); Public relations; Political science; Economic growth; Market economy; Economics; International trade","authors":[{"name":"Rohaizat Baharun","is_ca":false},{"name":"Maimunah Binti Ali","is_ca":false},{"name":"Falinda Padlee","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02352059242337646,"gpt":0.2988238296395596,"spread":0.2753032372161832,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001261743,0.0003596444,0.0002247116,0.001553561,0.00403326,0.007301043,0.0003805528,0.0009124168,0.01052686],"category_scores_gemma":[0.001214013,0.0002741437,0.0001870895,0.002487921,0.003084978,0.008274693,0.004131444,0.001862442,0.001408887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003958001,"about_ca_system_score_gemma":0.00256639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008725396,"about_ca_topic_score_gemma":0.02021478,"domain_scores_codex":[0.9990927,0.0002933565,0.00005248785,0.00007086019,0.0002053251,0.0002852211],"domain_scores_gemma":[0.9990566,0.0002016626,0.0002142654,0.00002552469,0.00009336239,0.0004085383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001348934,0.0002815904,0.07295752,0.0008394753,0.00002014847,0.004416082,0.7137773,0.0003269146,0.001163588,0.09187999,0.02137887,0.09282365],"study_design_scores_gemma":[0.000006433372,0.0001396087,0.04102482,0.0007293185,0.000009494733,0.00179028,0.6991241,0.0002105383,0.0005414261,0.002189587,0.2541814,0.00005303278],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8645267,0.008250102,0.0002125375,0.008442836,0.0001885593,0.00002671122,0.0002598644,0.00001406893,0.1180786],"genre_scores_gemma":[0.9776877,0.004785126,0.00009559615,0.0009931624,0.00004021623,0.000007728257,0.00005470194,0.00001113478,0.01632457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01052686,"threshold_uncertainty_score":0.03521585,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}