{"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":"d51d7d79ae30","filters":{"venue":"IIUM Press eBooks"}},"results":[{"id":"W2158258965","doi":"","title":"Design and application of intelligent fuzzy controller on a quarter car suspension system","year":2011,"lang":"en","type":"book-chapter","venue":"IIUM Press eBooks","topic":"Industrial Technology and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Suspension (topology); Fuzzy logic; Control engineering; Fuzzy control system; Automotive engineering; Controller (irrigation); Computer science; Control theory (sociology); Engineering; Mathematics; Artificial intelligence; Control (management); Biology; Geography","authors":[{"name":"Muhammad Mahbubur Rashid","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02963720737568025,"gpt":0.1992908978319007,"spread":0.1696536904562204,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002066428,0.0003221637,0.0006059086,0.0001326768,0.00003843416,0.00001136068,0.0001689145,0.000930083,0.000002677512],"category_scores_gemma":[0.000003085105,0.0002914587,0.00008576923,0.000003780485,0.00007488702,0.00001513631,0.00002742335,0.0003986154,0.0000243787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006514705,"about_ca_system_score_gemma":0.00001039057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006824904,"about_ca_topic_score_gemma":0.000004221761,"domain_scores_codex":[0.9988976,0.00003540967,0.0004721608,0.0002733433,0.0001399965,0.0001815358],"domain_scores_gemma":[0.9992144,0.0000771128,0.0001846834,0.0004036814,0.00007021635,0.00004994448],"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":[0.0005149072,0.00001053748,6.759798e-7,0.0005244244,0.0005717642,0.00001744188,0.0004706919,0.0006420529,0.008352865,0.955699,0.0007937606,0.0324019],"study_design_scores_gemma":[0.01449877,0.003544261,0.00001215392,0.009418751,0.003066103,0.0002820525,0.0003175483,0.1215232,0.2011963,0.04839025,0.5918701,0.005880525],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00007976557,0.001381503,0.07468373,0.000004385038,0.0006103961,0.002501921,0.0000213266,0.0005410902,0.9201759],"genre_scores_gemma":[0.9646965,0.00002532711,0.00004684953,0.000007169659,0.0001905708,0.0002172461,0.000004733502,0.000078775,0.03473278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9646168,"threshold_uncertainty_score":0.9999537,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W980562234","doi":"","title":"Entrapment as defence: a brief overview of the law in England, Australia, Canada, New Zealand, Malaysia, Singapore, and USA","year":2011,"lang":"en","type":"book-chapter","venue":"IIUM Press eBooks","topic":"Criminal Law and Evidence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Entrapment; New england; Law; Political science; Geography","authors":[{"name":"Mohd Akram Shair Mohamad","is_ca":false},{"name":"Mohamad Yunus","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1088903620370738,"gpt":0.3082270785655843,"spread":0.1993367165285106,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003375337,0.0002687169,0.0004010459,0.00003011108,0.0001592458,0.00005909335,0.0005205593,0.000261787,0.0003913958],"category_scores_gemma":[0.0000259387,0.0002181521,0.0001039273,0.00001124979,0.0005276303,0.00006503315,0.0001646868,0.0003535922,0.00000418154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001329765,"about_ca_system_score_gemma":0.0008994464,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9892222,"about_ca_topic_score_gemma":0.9882678,"domain_scores_codex":[0.9981079,0.00008484803,0.0004044558,0.0003629512,0.0006501125,0.0003897112],"domain_scores_gemma":[0.9989604,0.0001128052,0.0002827352,0.0003572775,0.00006378503,0.0002229358],"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":[0.00005789185,0.00001182269,0.0007456097,0.0001550751,0.00004362301,0.00005728153,0.0120138,0.000001764357,0.00001352476,0.9771398,0.004285389,0.005474423],"study_design_scores_gemma":[0.000241133,0.0000336077,0.0005572896,0.0007266373,0.00009119343,0.000008042173,0.00003911783,3.008293e-7,0.0001751936,0.01706563,0.9808094,0.0002524752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01121409,0.002238881,5.147348e-7,0.0003228966,0.0004790326,0.0006096765,0.00006170156,0.000011048,0.9850622],"genre_scores_gemma":[0.2787752,0.0004434098,0.00001164394,0.0002386639,0.0001563235,0.000009281269,0.000002197208,0.00001670699,0.7203466],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.976524,"threshold_uncertainty_score":0.8895985,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W57027576","doi":"","title":"Monitoring, assessing and recommending the quality potable water on UIA campus","year":2009,"lang":"en","type":"book-chapter","venue":"IIUM Press eBooks","topic":"Water Quality Monitoring Technologies","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":"Potable water; Life cycle inventory; Water quality; Water supply; Quality (philosophy); Quarter (Canadian coin); Life-cycle assessment; Waterborne diseases; Water treatment; Train; Engineering; Environmental engineering; Water resource management; Environmental science; Environmental planning; Geography","authors":[{"name":"Nassereldeen Ahmed Kabbashi","is_ca":false},{"name":"Suleyman Aremu Muyibi","is_ca":false},{"name":"Omar Fofana","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0922805222825173,"gpt":0.3166270556103727,"spread":0.2243465333278554,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008354872,0.0004886993,0.000402438,0.00005207894,0.0004574512,0.0003619528,0.0007076337,0.0004588962,0.00008581134],"category_scores_gemma":[0.00003209521,0.0003119929,0.00009880678,0.00000526249,0.0004189619,0.0001208678,0.0009628469,0.0008983065,0.00009785465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002551353,"about_ca_system_score_gemma":0.000004908911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008335795,"about_ca_topic_score_gemma":0.000008471414,"domain_scores_codex":[0.9976259,0.0001060933,0.0004616203,0.0007097014,0.0005475298,0.0005491167],"domain_scores_gemma":[0.9984932,0.0001638339,0.000237714,0.001007477,0.00001150541,0.00008624835],"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":[0.0001500941,0.0001258645,0.003722578,0.0002800408,0.0003521552,0.0001770681,0.005323576,0.0001857559,0.02751639,0.03778644,0.01435518,0.9100248],"study_design_scores_gemma":[0.0002880404,0.0001229029,0.002065693,0.0004653693,0.00008182116,0.00001760764,0.00007917686,0.000005485888,0.1445595,0.03191252,0.8194488,0.000953001],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02693593,0.0001554886,0.00001751622,0.0006318417,0.000973017,0.0004562447,0.00001127344,0.0005003869,0.9703183],"genre_scores_gemma":[0.2659686,0.00008492806,0.0009795177,0.0001569135,0.000486567,0.00004721986,0.000005651554,0.0001010169,0.7321696],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9090719,"threshold_uncertainty_score":0.9999332,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}