{"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"},"query_hash":"471b33429c1e","filters":{"venue":"Procedia of Engineering and Life Science"}},"results":[{"id":"W4207005621","doi":"10.21070/pels.v2i0.1147","title":"Planning of Solar Power Plants at Surya Market Regional Companies","year":2021,"lang":"en","type":"article","venue":"Procedia of Engineering and Life Science","topic":"Engineering and Technology Innovations","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Encana (Canada)","funders":"","keywords":"Installation; Business; Charge controller; Photovoltaic system; Solar power; Finance; Grid; Electrical engineering; Operations management; Power (physics); Engineering; Battery (electricity); Mathematics; Mechanical engineering; Physics","retraction":null,"screen_n_in":null,"score":{"opus":0.01132193399471547,"gpt":0.2090839965010325,"spread":0.197762062506317,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001881089,0.0001105764,0.0001802191,0.0002289912,0.00004996893,0.00001003154,0.0001459447,0.00005953255,0.00001078644],"category_scores_gemma":[0.0002544517,0.0001184887,0.00002083804,0.0005519442,0.0001511822,0.0001097224,0.00006379499,0.0001316795,7.407219e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001959105,"about_ca_system_score_gemma":0.00005276305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001037093,"about_ca_topic_score_gemma":3.195492e-7,"domain_scores_codex":[0.9992309,0.000001846256,0.0002108382,0.0001537067,0.0001859909,0.0002167318],"domain_scores_gemma":[0.9995738,0.00007424266,0.0000302948,0.0001496327,0.0001017566,0.00007023506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001437923,0.00005590017,0.01753383,0.00117619,0.0001272787,0.00002262427,0.001852198,0.4506092,0.5158367,0.009260115,0.003018285,0.0004933211],"study_design_scores_gemma":[0.0007199021,0.0001004646,0.1278111,0.0008474654,0.00002907612,0.0002539633,0.0006120126,0.4860548,0.3756447,0.0001902527,0.006937115,0.0007991608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936391,0.001976069,0.002850905,0.00004875852,0.0002411697,0.00003490004,0.0000137762,0.0002261508,0.0009692178],"genre_scores_gemma":[0.9959022,0.00008398739,0.003936383,0.000007751728,0.00001699061,0.000004417543,0.000002830289,0.00001297491,0.00003243914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1401919,"threshold_uncertainty_score":0.4831827,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4392762704","doi":"10.21070/pels.v7i0.1469","title":"Analysis of Weld Joint Strength on Galvanized Material Using Rb-26 Electrode","year":2024,"lang":"en","type":"article","venue":"Procedia of Engineering and Life Science","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Encana (Canada)","funders":"","keywords":"Galvanization; Electrode; Welding; Materials science; Joint (building); Metallurgy; Composite material; Structural engineering; Engineering; Chemistry; Layer (electronics)","retraction":null,"screen_n_in":null,"score":{"opus":0.01120725908950223,"gpt":0.2336130272533668,"spread":0.2224057681638646,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002037648,0.0001181336,0.0002359694,0.0005592739,0.00002803435,0.00005127504,0.0001262768,0.00004180176,0.00001244851],"category_scores_gemma":[0.0001186431,0.000100259,0.00005193595,0.001192065,0.00006829345,0.0001010966,0.00003234994,0.00009351045,3.151312e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002567942,"about_ca_system_score_gemma":0.0000417592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002253987,"about_ca_topic_score_gemma":8.032721e-7,"domain_scores_codex":[0.9991823,0.000002509144,0.000212019,0.0001827858,0.0002130277,0.0002073385],"domain_scores_gemma":[0.9997132,0.00003877512,0.00002248712,0.0001122785,0.00003529186,0.00007796701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000007261806,0.00001363705,0.0001405177,0.0006855282,0.0001539904,0.000002290246,0.0001886474,0.4069896,0.5901542,0.0009663248,0.00006455716,0.0006334132],"study_design_scores_gemma":[0.00003409286,0.00004541302,0.0008125456,0.0001694229,0.00009834088,0.000001510784,0.000009696127,0.4855514,0.5130459,0.00001785265,0.000105681,0.0001081503],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954722,0.0005560057,0.00312773,0.00001441105,0.0002355115,0.00005741059,0.00001568728,0.0003784359,0.0001426383],"genre_scores_gemma":[0.9960955,0.0001812051,0.003631748,0.000002610131,0.00006367995,0.000003369689,0.000001111023,0.00001781478,0.000003011353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07856177,"threshold_uncertainty_score":0.4088442,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}