{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":8,"total_is_capped":false,"direct_labels_cover":1,"predictions_cover":8,"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":"410fb2689c13","filters":{"venue":"2015-Sustainable Industrial Processing Summit"}},"results":[{"id":"W2949173514","doi":"","title":"Perceptions of Small and Large Scale Mining in Tambogrande, Piura, Peru","year":2015,"lang":"en","type":"article","venue":"2015-Sustainable Industrial Processing Summit","topic":"Mining and Resource Management","field":"Engineering","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":"Opposition (politics); License; Gold mining; Sustainability; Political science; Mining industry; Geography; Law; Engineering; Mining engineering; Politics","authors":[{"name":"Zaraí Toledo Orozco","is_ca":false},{"name":"Marcello M. Veiga","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02677639617125828,"gpt":0.2411165264347791,"spread":0.2143401302635208,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009448272,0.0002129034,0.0003380354,0.000371758,0.000117418,0.0001133285,0.0001765525,0.0002405325,0.0000222425],"category_scores_gemma":[0.0001686957,0.0002083158,0.00004073622,0.0005625936,0.00008978439,0.0001805142,0.0001144141,0.0003341116,0.000005009638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001519136,"about_ca_system_score_gemma":0.0001248528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000149632,"about_ca_topic_score_gemma":0.00007391276,"domain_scores_codex":[0.9984716,0.00005645347,0.000398598,0.0002563791,0.000226126,0.0005908216],"domain_scores_gemma":[0.9993802,0.000035661,0.00007755158,0.0001883197,0.000139702,0.0001785245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005579035,0.0009619088,0.4620474,0.004755171,0.0002626376,0.0003489912,0.08449649,0.1023878,0.0004390685,0.0006206802,0.08845509,0.2546668],"study_design_scores_gemma":[0.01333362,0.0004653552,0.006578806,0.001328774,0.0002357938,0.00001436628,0.5621065,0.1559527,0.0002537846,0.0003998866,0.2578118,0.00151857],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779436,0.001254084,0.001239303,0.0001456702,0.0001375604,0.0003109789,0.000005576933,0.0001654771,0.01879776],"genre_scores_gemma":[0.9940271,0.000019637,0.0007877003,0.00001540404,0.0002109874,0.00003242381,0.00001060646,0.00004264387,0.004853492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.47761,"threshold_uncertainty_score":0.8494872,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2950130216","doi":"","title":"Review of Canadian Indigenous Mining Policy Frameworks","year":2015,"lang":"en","type":"article","venue":"2015-Sustainable Industrial Processing Summit","topic":"Mining and Resource Management","field":"Engineering","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":"Indigenous; Government (linguistics); Political science; First nation; Public administration; Geography","authors":[{"name":"Stephanie Zimmerling","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0350576718295308,"gpt":0.2631559106358958,"spread":0.228098238806365,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001107629,0.0002778668,0.0004535132,0.001201989,0.0001695268,0.000112593,0.0004231797,0.0005478428,0.00003699072],"category_scores_gemma":[0.0008466795,0.0002729656,0.00006968494,0.002268736,0.00007601406,0.0001832225,0.00007860834,0.0007359058,0.00002254899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007195242,"about_ca_system_score_gemma":0.001999893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03085003,"about_ca_topic_score_gemma":0.0007687787,"domain_scores_codex":[0.9978447,0.00006109784,0.0005323575,0.0002495371,0.0003541736,0.0009581606],"domain_scores_gemma":[0.9985429,0.00003311636,0.0001470353,0.0003556281,0.0003631005,0.0005582261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000277129,0.00005275418,0.001053173,0.01308981,0.0001436666,0.0001739373,0.00600193,0.01327671,0.000004014944,0.0005716842,0.7917434,0.1738612],"study_design_scores_gemma":[0.000671181,0.00009102773,0.00001662706,0.006677788,0.00008078954,0.000005579667,0.01014169,0.001349606,0.00005920618,0.0001618771,0.9803066,0.0004379891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1143389,0.3334224,0.001441839,0.008067494,0.002002496,0.003741425,0.00005272979,0.001588693,0.5353441],"genre_scores_gemma":[0.9717479,0.004179855,0.001674791,0.001913742,0.003165983,0.0001432958,0.00008016953,0.0002623059,0.01683196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.857409,"threshold_uncertainty_score":0.9999722,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2921679165","doi":"","title":"Mine Closure Planning of the New Afton Mine with the Stk'emlupsemc te Secwepemc Nation","year":2015,"lang":"en","type":"article","venue":"2015-Sustainable Industrial Processing Summit","topic":"Mining and Resource Management","field":"Engineering","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":"Land reclamation; Closure (psychology); Environmental planning; Wildlife; Geography; Government (linguistics); Environmental resource management; Environmental protection; Political science; Environmental science; Archaeology; Ecology","authors":[{"name":"Benjamin C. Collins","is_ca":false},{"name":"Dirk van Zyl","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03164465356877539,"gpt":0.234536495319166,"spread":0.2028918417503907,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087971,0.0002892359,0.000287426,0.0001468014,0.0002472888,0.00017592,0.000510409,0.0002296091,0.00001476849],"category_scores_gemma":[0.0002292613,0.0001647163,0.00006102131,0.0008758158,0.0001196001,0.0002161864,0.0001347035,0.0005510567,0.00000475485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002213444,"about_ca_system_score_gemma":0.0004373993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00032948,"about_ca_topic_score_gemma":0.00003700819,"domain_scores_codex":[0.998132,0.00008234126,0.0003551365,0.0002537969,0.0006422872,0.0005344652],"domain_scores_gemma":[0.9988973,0.00006320924,0.0002219932,0.000396943,0.0002779065,0.0001426444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003158993,0.00006686779,0.009440224,0.0005244392,0.0002011556,0.00004246371,0.007155937,0.345414,0.00007482842,0.0003122478,0.6186793,0.01777259],"study_design_scores_gemma":[0.005026816,0.0003574023,0.000568837,0.0009418959,0.0003505471,0.00001242354,0.06290893,0.02049551,0.002297573,0.0002326913,0.9060996,0.0007078066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614485,0.004170951,0.001951081,0.006211763,0.0006080879,0.001164347,0.000006545592,0.0003660971,0.02407261],"genre_scores_gemma":[0.9679705,0.000002632855,0.0001357102,0.00006146259,0.0009774957,0.00002606651,0.00001010477,0.00006179944,0.03075424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3249185,"threshold_uncertainty_score":0.6716935,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2939401609","doi":"","title":"Training Center for Artisanal Miners: Moving towards Effective Formalization and Mercury Reduction in Antioquia, Colombia","year":2015,"lang":"en","type":"article","venue":"2015-Sustainable Industrial Processing Summit","topic":"Mineral Processing and Grinding","field":"Engineering","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":"Mercury (programming language); Gold mining; Tailings; Business; Gold ore; Mercury pollution; Environmental protection; Pollution; Waste management; Environmental science; Mining engineering; Engineering; Chemistry; Geology; Geochemistry; Computer science","authors":[{"name":"Hernán Ruiz","is_ca":false},{"name":"Marcello M. Veiga","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04739604097334341,"gpt":0.2821386016788034,"spread":0.23474256070546,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001169095,0.0002952473,0.0003846296,0.0003979786,0.000184318,0.0003521297,0.0001242819,0.0003403763,0.000003416176],"category_scores_gemma":[0.0005661178,0.0003135689,0.00004696338,0.0006312944,0.00007812915,0.001426022,0.00004666442,0.0003812623,0.000001415357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005033275,"about_ca_system_score_gemma":0.0002713751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002139706,"about_ca_topic_score_gemma":0.00003263844,"domain_scores_codex":[0.9980947,0.00006099734,0.0004718337,0.0003701513,0.0002502651,0.0007520778],"domain_scores_gemma":[0.9992366,0.0000438344,0.0001344494,0.0001106006,0.0002804621,0.000193995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008913478,0.0001810341,0.008063315,0.00269913,0.0001282149,0.00006148245,0.0155519,0.08596214,0.002162166,0.0005040137,0.03428649,0.8495088],"study_design_scores_gemma":[0.02565764,0.001374798,0.001234155,0.00343039,0.0003676017,0.0001597243,0.1159322,0.7543133,0.006183458,0.00763937,0.0803635,0.003343837],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852604,0.001385078,0.007790365,0.0002579103,0.000739202,0.001246923,0.00001552022,0.0003574162,0.002947148],"genre_scores_gemma":[0.997314,0.00001005531,0.0007822336,0.00001760343,0.0007135342,0.0001670087,0.00006529281,0.00006469282,0.0008656326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8461649,"threshold_uncertainty_score":0.9999316,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2809180820","doi":"","title":"Teck's KIVCET Furnace Integrity – 18 Year Review","year":2015,"lang":"en","type":"article","venue":"2015-Sustainable Industrial Processing Summit","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","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":"Smelting; Lead smelting; Component (thermodynamics); Environmental science; Engineering; Forensic engineering; Waste management; Metallurgy; Materials science","authors":[{"name":"Danny Rioux","is_ca":false},{"name":"Gord Aiken","is_ca":false},{"name":"D. G. Reynolds","is_ca":false},{"name":"Dominic Verhelst","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07056489995683927,"gpt":0.291235564238421,"spread":0.2206706642815817,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001563474,0.0004488029,0.0006837944,0.0001444171,0.0001606923,0.0002672468,0.0006102668,0.0004759196,0.000334684],"category_scores_gemma":[0.001128529,0.000386759,0.0001300367,0.001013694,0.0001149911,0.0007429355,0.0001557401,0.001342492,0.0002149622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000477704,"about_ca_system_score_gemma":0.0006273498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000966938,"about_ca_topic_score_gemma":0.000008229016,"domain_scores_codex":[0.9973319,0.00009385737,0.0006428392,0.0004250924,0.0005934628,0.000912854],"domain_scores_gemma":[0.9981875,0.00005113544,0.0001664661,0.0004526965,0.0006428084,0.0004994394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003061557,0.0003445836,0.0003607138,0.01440183,0.0002729366,0.0004611076,0.000346854,0.009651716,0.00007019589,0.007643166,0.873592,0.09254877],"study_design_scores_gemma":[0.002196183,0.0001494162,0.00001040381,0.002003388,0.0001928695,0.00002192207,0.002026349,0.03952018,0.00008089464,0.006763385,0.946022,0.001012981],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05217556,0.256649,0.05082038,0.008426272,0.005153837,0.005787231,0.00008994363,0.006171939,0.6147258],"genre_scores_gemma":[0.9778686,0.002369546,0.001023123,0.0004241675,0.001725704,0.0001167794,0.00007260471,0.0002177214,0.01618182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.925693,"threshold_uncertainty_score":0.9998584,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2948284773","doi":"","title":"Mercury and Heavy Metal Origin and Contamination of the Puyango-Tumbes River System, Ecuador","year":2015,"lang":"en","type":"article","venue":"2015-Sustainable Industrial Processing Summit","topic":"Mercury impact and mitigation studies","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":"Mercury (programming language); Tailings; Gold mining; Environmental science; Environmental chemistry; Contamination; Soil water; Cadmium; Sediment; Tonne; Mining engineering; Chemistry; Geology; Soil science","authors":[{"name":"Robert J. Kaplan","is_ca":false},{"name":"Marcello M. Veiga","is_ca":false},{"name":"Carolina Gonzalez-Mueller","is_ca":false},{"name":"Colon Velasquez-Lopez","is_ca":false},{"name":"L. N. Granda","is_ca":false},{"name":"Leonaor Leonor Rivera","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03716518080511122,"gpt":0.270771654929466,"spread":0.2336064741243548,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008981763,0.0001759378,0.0002738294,0.00004222708,0.0003255107,0.00008625285,0.0001494894,0.0001375075,0.00002348299],"category_scores_gemma":[0.0004834546,0.0001234989,0.00003195322,0.0003567594,0.000627956,0.0006509064,0.0002624822,0.0001763505,0.000009577433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002760622,"about_ca_system_score_gemma":0.0001499173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001526429,"about_ca_topic_score_gemma":0.00005205345,"domain_scores_codex":[0.9985738,0.00013529,0.0002988048,0.0002565189,0.0004172126,0.0003183772],"domain_scores_gemma":[0.9992618,0.00005583743,0.0002488576,0.0001562502,0.000123602,0.0001536714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007264371,0.0003059189,0.7405714,0.001107679,0.0002230234,0.00006436062,0.01687391,0.0002392048,0.001372783,0.003924322,0.1000421,0.1345489],"study_design_scores_gemma":[0.02211552,0.00169769,0.215682,0.001690117,0.00183709,0.0001938872,0.3560772,0.004967773,0.05004978,0.006959243,0.3353849,0.003344744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932333,0.0008180858,0.0000426586,0.0006645504,0.0001751824,0.0004796415,0.000007686727,0.0000356096,0.00454324],"genre_scores_gemma":[0.995234,0.00001093033,0.00007321153,0.00004695233,0.0001084402,0.00002123281,0.000002626443,0.00001321464,0.00448941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5248893,"threshold_uncertainty_score":0.5036141,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2951286804","doi":"","title":"Resource Assessment for Phytomining of Platinum Group Metals","year":2015,"lang":"en","type":"article","venue":"2015-Sustainable Industrial Processing Summit","topic":"Botany and Plant Ecology Studies","field":"Agricultural and Biological Sciences","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":"Tailings; Platinum group; Context (archaeology); Precious metal; Geology; Metal; Mining engineering; Environmental chemistry; Metallurgy; Platinum; Mineralogy; Chemistry; Materials science","authors":[{"name":"Christopher W. N. Anderson","is_ca":false},{"name":"Peipei Shi","is_ca":false},{"name":"Marcello M. Veiga","is_ca":false},{"name":"J.A. Meech","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07952131282596515,"gpt":0.2902146269368971,"spread":0.210693314110932,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001757494,0.0002072891,0.0004509982,0.00002774898,0.0004226872,0.00009000768,0.0002867222,0.0003022371,0.00003467767],"category_scores_gemma":[0.0007157868,0.00009433967,0.00009322334,0.0004116305,0.0001299023,0.0002923199,0.0001285424,0.0002420078,0.000002629652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000969273,"about_ca_system_score_gemma":0.0001285909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001466116,"about_ca_topic_score_gemma":0.000130919,"domain_scores_codex":[0.9982466,0.0001263473,0.0004349873,0.0003424546,0.0002720878,0.0005775192],"domain_scores_gemma":[0.9984953,0.0005556679,0.0003817911,0.00006295626,0.0003702358,0.000134038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002879172,0.001068613,0.1080529,0.0005034701,0.0005333254,0.00009090434,0.001407364,0.0003414109,0.01246309,0.006751073,0.4527939,0.4131148],"study_design_scores_gemma":[0.003296277,0.002222254,0.007198866,0.0001817881,0.0002340935,0.000007435968,0.04896319,0.0008797806,0.001587136,0.005687123,0.9289784,0.0007636161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797621,0.001347197,0.0001662827,0.003228321,0.0003776097,0.0012859,0.0001174951,0.0001555528,0.01355948],"genre_scores_gemma":[0.9941307,0.000003852908,0.0007179839,0.0001047819,0.0008167503,0.00009288725,0.00008175289,0.0000029016,0.00404842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4761846,"threshold_uncertainty_score":0.384706,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2953086004","doi":"","title":"Women and Mine Development: Capturing Vulnerability Using Open Data and GIS","year":2015,"lang":"en","type":"article","venue":"2015-Sustainable Industrial Processing Summit","topic":"Mining and Resource Management","field":"Engineering","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":"Vulnerability (computing); Geography; Environmental planning; Work (physics); Environmental resource management; Engineering; Computer security","authors":[{"name":"Alison Stockwell","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1206583821329066,"gpt":0.295495912514355,"spread":0.1748375303814484,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002179972,0.000280469,0.0003635718,0.0001588436,0.0003462168,0.0008322234,0.00067614,0.0001951465,0.00001366978],"category_scores_gemma":[0.0003847851,0.0002662439,0.000008327711,0.0003113346,0.0001111344,0.0008031426,0.001869579,0.0003550847,0.000002746043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004409729,"about_ca_system_score_gemma":0.000346229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003132533,"about_ca_topic_score_gemma":0.00001464808,"domain_scores_codex":[0.9980397,0.00006507104,0.0003959181,0.0005339761,0.0002642631,0.0007010647],"domain_scores_gemma":[0.9989404,0.00003231574,0.00009127372,0.0004712647,0.0001128253,0.0003518967],"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":[0.0005438338,0.0002929679,0.03876782,0.004523241,0.0005937941,0.0003842998,0.05505876,0.03122696,0.0001779408,0.0001774263,0.05217437,0.8160786],"study_design_scores_gemma":[0.006237287,0.0001255656,0.000782682,0.0004969919,0.0001177117,0.00002657495,0.08894631,0.1402609,0.0002585025,0.0005476317,0.7606946,0.001505241],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901072,0.001609613,0.0006914375,0.0001694176,0.0001520058,0.0005385025,0.00000784592,0.0001896303,0.006534362],"genre_scores_gemma":[0.9930308,0.000007561125,0.002805396,0.00002526737,0.0002876209,0.00003334195,0.00002714876,0.00005700277,0.003725879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8145733,"threshold_uncertainty_score":0.999979,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"}]}