{"meta":{"query_hash":"80ee87b9b57b","filters":{"venue":"Ecoproduction"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/80ee87b9b57b","api":"https://metacan.xera.ac/api/v1/cohort?venue=Ecoproduction"},"results":[{"id":"W102757305","doi":"10.1007/978-3-642-32081-1_9","title":"How District Energy Systems can be Used to Reduce Infrastructure Costs and Environmental Burdens","year":2013,"lang":"en","type":"book-chapter","venue":"Ecoproduction","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"FuelCell Energy (Canada)","funders":"","keywords":"Capital cost; Environmental economics; Business; Revenue; Flexibility (engineering); Electricity; Capital expenditure; Investment (military); Natural resource economics; Finance; Engineering; Economics","score_opus":0.005920833751257197,"score_gpt":0.15615093818821243,"score_spread":0.15023010443695523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W102757305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41745025,0.036591537,0.07572782,0.0126506565,0.09074961,0.00914911,0.003678699,0.008839365,0.34516296],"genre_scores_gemma":[0.74625677,0.000793003,0.0002695893,0.000024441359,0.0015608707,0.000051562223,0.0009357461,0.00013311376,0.24997492],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991448,0.0000066569255,0.00015788783,0.00036330082,0.00016450556,0.00016287326],"domain_scores_gemma":[0.9995108,0.0000056563085,0.00006503415,0.00030702594,0.0000140191405,0.00009744096],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000028995455,0.00028982968,0.000220528,0.00012882626,0.00007742803,0.00011623285,0.000078592035,0.00027696215,0.000074503456],"category_scores_gemma":[0.000004250888,0.00031036933,0.000033968263,0.000030455494,0.000026825825,0.00011984419,0.000032864828,0.00018296797,0.0000028700633],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008966183,0.000006136496,0.000012242057,0.00009460182,0.00016082895,0.00000426483,0.00015022817,0.87581,0.0035786426,0.0051287697,0.088282816,0.026762506],"study_design_scores_gemma":[0.00025447755,0.00008296904,0.00012428382,0.00015582767,0.000099379264,0.00012548508,0.00008312292,0.021696156,0.0030610794,0.00027460683,0.97305286,0.0009897694],"about_ca_topic_score_codex":0.00006758864,"about_ca_topic_score_gemma":0.000024672074,"teacher_disagreement_score":0.88477004,"about_ca_system_score_codex":0.00034482047,"about_ca_system_score_gemma":0.000008574073,"threshold_uncertainty_score":0.99993485},"labels":[],"label_agreement":null},{"id":"W205455171","doi":"10.1007/978-3-642-23553-5_15","title":"Assessing Environmental Impact in Environmental Information Systems: Measurements and Monitoring","year":2012,"lang":"en","type":"book-chapter","venue":"Ecoproduction","topic":"Green IT and Sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Environmental resource management; Environmental monitoring; Environmental science; Computer science; Environmental planning; Environmental engineering","score_opus":0.01883276128408805,"score_gpt":0.2150593330654869,"score_spread":0.19622657178139885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W205455171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97575974,0.006223426,0.000060381757,0.000005850254,0.002125264,0.00068098574,0.00002652872,0.00012806694,0.014989757],"genre_scores_gemma":[0.9976479,0.00033139598,0.00003478902,5.7415355e-7,0.00050759484,0.000014612476,0.0000959409,0.000036739642,0.0013304512],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9989918,0.000013662799,0.00033897386,0.00017619623,0.0002507962,0.00022859656],"domain_scores_gemma":[0.9996252,0.0000057394004,0.00008486332,0.00021199737,0.00000470233,0.00006751846],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032396615,0.00026507155,0.00021632896,0.00018586393,0.00006041973,0.00009823907,0.000045425204,0.00020122323,0.00006162057],"category_scores_gemma":[0.0000054164684,0.00028789925,0.00004563841,0.000013478725,0.000033071534,0.0017726509,0.000029905386,0.0002895469,0.000060014743],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005091883,0.000105494226,0.5692842,0.0018960572,0.00041173364,0.000007892019,0.003569031,0.03412479,0.008754013,0.000054279488,0.00053432275,0.38120726],"study_design_scores_gemma":[0.0009947894,0.00009820949,0.95943284,0.00046546882,0.00017267748,0.000115816954,0.0016661134,0.0024725236,0.0016153151,0.00025490485,0.03102573,0.0016855872],"about_ca_topic_score_codex":0.000021010908,"about_ca_topic_score_gemma":8.12478e-7,"teacher_disagreement_score":0.39014864,"about_ca_system_score_codex":0.0016766151,"about_ca_system_score_gemma":0.000008870057,"threshold_uncertainty_score":0.9999573},"labels":[],"label_agreement":null},{"id":"W2246955863","doi":"10.1007/978-3-642-23837-6_10","title":"Sustainability Issues Affecting the Successful Management and Recycling of End-of-Life Vehicles in Canada and the United States","year":2013,"lang":"en","type":"book-chapter","venue":"Ecoproduction","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Automotive industry; Sustainability; Variety (cybernetics); Engineering; Manufacturing engineering; Business; Forensic engineering; Computer science","score_opus":0.007798217108536459,"score_gpt":0.2135412638465504,"score_spread":0.20574304673801394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2246955863","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98027176,0.0006591281,0.00002682919,0.0028819353,0.0001255193,0.0011861811,0.0000028802308,0.000022635104,0.014823165],"genre_scores_gemma":[0.9800925,0.0036732964,0.0001884026,0.000040347488,0.00004266335,0.000022889682,0.000011082275,0.000017038448,0.015911737],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99889123,0.0000875864,0.00034835623,0.00031850676,0.00022372507,0.0001305779],"domain_scores_gemma":[0.99919784,0.00013852857,0.00029365384,0.00032819077,0.000020475289,0.000021288903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010308038,0.00015348419,0.00023684642,0.000072589864,0.00009617062,0.000023804845,0.00014831882,0.000043228352,0.000081372746],"category_scores_gemma":[0.0000703549,0.000096922915,0.000023555285,0.00008299057,0.00041701194,0.000083787025,0.00026057466,0.00017575124,7.679219e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004146365,0.0001028555,0.21155807,0.003698518,0.0004467846,0.000011394694,0.005703833,0.021589749,0.00007028371,0.014401823,0.025384694,0.71661735],"study_design_scores_gemma":[0.0029872302,0.0003903124,0.33281437,0.0017256229,0.00063087174,0.000014644584,0.030957438,0.0139419,0.0035250254,0.31441748,0.2966274,0.001967713],"about_ca_topic_score_codex":0.8160326,"about_ca_topic_score_gemma":0.2383842,"teacher_disagreement_score":0.7146496,"about_ca_system_score_codex":0.00022543744,"about_ca_system_score_gemma":0.000016625461,"threshold_uncertainty_score":0.7755133},"labels":[],"label_agreement":null},{"id":"W26599456","doi":"10.1007/978-3-642-23837-6_4","title":"Sustainability Issues for Vehicles and Fleet Vehicles Using Hybrid and Assistive Technologies","year":2013,"lang":"en","type":"book-chapter","venue":"Ecoproduction","topic":"Electric Vehicles and Infrastructure","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Hybrid vehicle; Automotive engineering; Sustainability; Drivetrain; Fuel efficiency; Engineering; Internal combustion engine; Transport engineering; Power (physics); Torque","score_opus":0.008775336413295703,"score_gpt":0.21591261547568422,"score_spread":0.20713727906238852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W26599456","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88457185,0.08506637,0.0026721202,0.004478811,0.002002788,0.0050788196,0.00033890398,0.003757212,0.012033129],"genre_scores_gemma":[0.9397444,0.0058396654,0.009995349,0.000024603401,0.0017023737,0.00010556657,0.000106586864,0.00027860157,0.042202845],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99897337,0.000005531037,0.0002318986,0.00045769702,0.000091811286,0.00023970734],"domain_scores_gemma":[0.9994173,0.000028027154,0.00008128312,0.00025715632,0.00018280395,0.000033431523],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011447345,0.00031311944,0.00033496448,0.00015102563,0.00015184126,0.00008304005,0.000071097165,0.0002894139,0.00001839054],"category_scores_gemma":[0.00006859813,0.00030358357,0.000046516565,0.00003128448,0.00016092055,0.00022853845,0.000053275267,0.00031568244,0.0000021731294],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044392356,0.000012387381,0.00027509,0.0022042764,0.00032236145,0.000005458582,0.00017893559,0.001054513,0.00749515,0.009132359,0.05439748,0.9248776],"study_design_scores_gemma":[0.0007058446,0.00045064735,0.0038157038,0.00033850575,0.00038385537,0.00026233582,0.00059584744,0.03169634,0.047443904,0.47423756,0.43811044,0.0019589937],"about_ca_topic_score_codex":0.000023039687,"about_ca_topic_score_gemma":0.0000027076194,"teacher_disagreement_score":0.9229186,"about_ca_system_score_codex":0.00019958605,"about_ca_system_score_gemma":0.000022509943,"threshold_uncertainty_score":0.99994165},"labels":[],"label_agreement":null},{"id":"W4319993458","doi":"10.1007/978-3-031-15412-6_1","title":"Impact of Internet of Things on Food Supply Chains","year":2023,"lang":"en","type":"book-chapter","venue":"Ecoproduction","topic":"Food Waste Reduction and Sustainability","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Supply chain; Internet of Things; Scarcity; Food supply; Investment (military); Food waste; Business; Risk analysis (engineering); Computer science; Industrial organization; Engineering; Marketing; Computer security; Economics; Waste management; Agricultural economics; Microeconomics","score_opus":0.02666947668135133,"score_gpt":0.23558325681168138,"score_spread":0.20891378013033005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4319993458","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9549229,0.00006776295,4.880896e-7,0.00073176826,0.00086254923,0.0004035564,0.00010161901,0.000093377064,0.042815987],"genre_scores_gemma":[0.78478974,0.000065185515,0.0000052230153,0.0000067195538,0.00040880614,0.0000035942492,0.00012094427,0.0000029265361,0.21459688],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9988804,0.000022523775,0.0003395176,0.00038905753,0.00022616204,0.00014235596],"domain_scores_gemma":[0.9992857,0.000037951773,0.00030715147,0.00012543882,0.00019692555,0.000046856454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024050655,0.00019157722,0.00032290717,0.000051074516,0.00003376076,0.0000095830355,0.00014256604,0.0002014424,0.00061185414],"category_scores_gemma":[0.00008151759,0.00007766276,0.00033657296,0.0000974726,0.00010145726,0.0000796881,0.00004749263,0.00020889247,0.000026429138],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00096440606,0.0006852045,0.001606688,0.00062850903,0.00086512003,0.0000046684736,0.0016771201,0.00016435937,0.031055031,0.0612619,0.045417413,0.85566956],"study_design_scores_gemma":[0.0020204992,0.10348819,0.49657947,0.0028722314,0.0005321792,0.00017895664,0.009573204,0.00035344067,0.07245545,0.17021115,0.13649823,0.0052370005],"about_ca_topic_score_codex":0.00028261193,"about_ca_topic_score_gemma":0.000040805055,"teacher_disagreement_score":0.8504326,"about_ca_system_score_codex":0.00010919874,"about_ca_system_score_gemma":0.00002150215,"threshold_uncertainty_score":0.6699374},"labels":[],"label_agreement":null},{"id":"W98075363","doi":"10.1007/978-3-642-32081-1_1","title":"Dimensions of Sustainability Appraisal","year":2013,"lang":"en","type":"book-chapter","venue":"Ecoproduction","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Sustainability; Sustainability organizations; Management science; Granularity; Business; Engineering; Environmental resource management; Environmental economics; Computer science; Economics; Ecology","score_opus":0.02187361046737477,"score_gpt":0.2575834362368455,"score_spread":0.23570982576947072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W98075363","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10914889,0.00019529593,0.00006600965,0.0022441782,0.004540857,0.0019542212,0.000005091142,0.0003898315,0.8814556],"genre_scores_gemma":[0.32827738,0.00001648938,0.00017327648,0.00008059397,0.0066136653,0.000033847617,0.00013011589,0.0001261958,0.66454846],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980855,0.0000074966824,0.0007209066,0.0006091844,0.000362358,0.00021457963],"domain_scores_gemma":[0.9963581,0.000059377817,0.0013839619,0.0006905902,0.001495378,0.000012599271],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007914255,0.00026943945,0.00042827896,0.00028227203,0.00014537484,0.000076040655,0.00013127271,0.00024103398,0.001500823],"category_scores_gemma":[0.0026787447,0.0002449108,0.00020556412,0.00013014553,0.00017657032,0.0006493594,0.00022719048,0.0003063468,0.00052998675],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00031462385,0.00035350115,0.0054042516,0.00488102,0.00034512568,0.000039691662,0.00022369101,0.0002754099,0.002209056,0.5502937,0.16162893,0.27403104],"study_design_scores_gemma":[0.000120962955,0.000014268116,0.0020334672,0.000068477806,0.00014190545,0.000003877629,0.000115177274,0.00007413657,0.00007482617,0.24322245,0.75373304,0.000397415],"about_ca_topic_score_codex":0.0004837888,"about_ca_topic_score_gemma":0.000052347958,"teacher_disagreement_score":0.59210414,"about_ca_system_score_codex":0.00017688987,"about_ca_system_score_gemma":0.00017087473,"threshold_uncertainty_score":0.99941194},"labels":[],"label_agreement":null}]}