{"meta":{"query_hash":"f66db756ae2b","filters":{"venue":"Lecture notes on multidisciplinary industrial engineering"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/f66db756ae2b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Lecture+notes+on+multidisciplinary+industrial+engineering"},"results":[{"id":"W3001302575","doi":"10.1007/978-981-13-8468-4","title":"Advances in Engineering Design and Simulation","year":2019,"lang":"en","type":"book","venue":"Lecture notes on multidisciplinary industrial engineering","topic":"Soil, Finite Element Methods","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sheridan College","funders":"","keywords":"Computer science; Systems engineering; Engineering","score_opus":0.03571604398103346,"score_gpt":0.2797697076600169,"score_spread":0.24405366367898346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3001302575","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004603992,0.008041121,0.9704749,0.00006506472,0.006441131,0.0037409735,0.00007909289,0.0020167127,0.0045369896],"genre_scores_gemma":[0.7883068,0.0060256664,0.17181413,0.00010667358,0.017269209,0.0010842287,0.0015397982,0.005003445,0.008850092],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99729997,0.000060786668,0.0007527005,0.00072173215,0.00042920982,0.00073557603],"domain_scores_gemma":[0.9956412,0.0035277032,0.00011905114,0.0005114356,0.00003463261,0.00016601515],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0005302903,0.0010782956,0.0009954192,0.0010295776,0.00005085533,0.00007928736,0.0002990489,0.001436261,0.000030108762],"category_scores_gemma":[0.0006381028,0.0011471724,0.00014591562,0.00038694433,0.000023512544,0.00032749033,0.00012156614,0.0024469846,0.000033326975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006312415,0.000013287698,0.00007288019,0.00040916997,0.00005449383,0.000032824268,0.00017660095,0.97737527,0.0004018105,0.000046126952,0.00003626018,0.021318173],"study_design_scores_gemma":[0.0013818756,0.00020547601,0.00005198578,0.0015406245,0.0000545065,0.0000060926936,0.0000029169407,0.98554605,0.00082505384,0.00014251839,0.009121535,0.0011213383],"about_ca_topic_score_codex":0.0000014894996,"about_ca_topic_score_gemma":0.0000023258124,"teacher_disagreement_score":0.7986608,"about_ca_system_score_codex":0.0007304985,"about_ca_system_score_gemma":0.000094140756,"threshold_uncertainty_score":0.9998601},"labels":[],"label_agreement":null}]}