{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"44d9f00538ae","filters":{"venue":"International journal of advanced research in humanities and law."}},"results":[{"id":"W4408557531","doi":"10.63053/ijrel.44","title":"The Role of Artificial Intelligence in Reducing Environmental Impacts in The Oil and Gas Industry from A Legal Perspective: A Comparative and Case Study","year":2025,"lang":"en","type":"article","venue":"International journal of advanced research in humanities and law.","topic":"Digital Transformation in Law","field":"Economics, Econometrics and Finance","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":"Perspective (graphical); Petroleum industry; Environmental impact assessment; Business; Engineering; Management science; Artificial intelligence; Political science; Computer science; Law; Environmental engineering","authors":[{"name":"Parvin Abdali","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09963252560514958,"gpt":0.3750823676425315,"spread":0.2754498420373819,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001010595,0.00005609138,0.0001443204,0.0002983701,0.0000859866,0.0002133815,0.0001661807,0.00002773765,0.000007979188],"category_scores_gemma":[0.00006702979,0.00004349943,0.00001559088,0.00009446078,0.000384749,0.0005163776,0.00006202066,0.0004837659,2.297569e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001268692,"about_ca_system_score_gemma":0.00002168911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003001635,"about_ca_topic_score_gemma":0.00346361,"domain_scores_codex":[0.9991192,0.00007232266,0.000492427,0.00009972974,0.0001089939,0.0001073878],"domain_scores_gemma":[0.9992481,0.000510473,0.0001235218,0.00005217324,0.00004996226,0.00001569352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003173568,0.0003365569,0.01191516,0.00000811703,0.00006223391,0.0002271975,0.04454375,0.0005374862,0.0000501342,0.9164206,0.000002308783,0.02557914],"study_design_scores_gemma":[0.000726164,0.0002972976,0.01223216,0.0001971938,0.000001953585,0.000150961,0.6493523,0.001345687,0.0001567366,0.333802,0.001656671,0.00008082472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878008,0.003429548,0.000007017063,0.0005799261,0.00005864802,0.00007958389,0.00003564519,4.989363e-7,0.008008362],"genre_scores_gemma":[0.9989018,0.0009872395,0.00003133516,0.00002177218,0.00002683351,0.000007229295,5.233617e-7,0.00000224055,0.00002104973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6048086,"threshold_uncertainty_score":0.4537595,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}