{"meta":{"query_hash":"d179acf04b75","filters":{"venue":"Ambiente & sociedade"},"cohort_total":14,"direct_labels_cover":0,"predictions_cover":14,"exported":14,"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/d179acf04b75","api":"https://metacan.xera.ac/api/v1/cohort?venue=Ambiente+%26+sociedade"},"results":[{"id":"W1966907136","doi":"10.1590/s1414-753x2012000300004","title":"Environmental impact assessment, from Rio-92 to Rio+20 and beyond","year":2012,"lang":"en","type":"article","venue":"Ambiente & sociedade","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":69,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Government of Canada","keywords":"Earth Summit; Declaration; Summit; Convention on Biological Diversity; Underpinning; Sustainable development; Environmental planning; Strategic environmental assessment; Political science; Environmental impact assessment; Government (linguistics); Environmental resource management; Impact assessment; Convention; Business; Biodiversity; Public administration; Geography; Engineering; Environmental science; Law; Ecology","score_opus":0.008826838350069996,"score_gpt":0.2868421056480586,"score_spread":0.27801526729798864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966907136","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":[0.98276114,0.00016762849,0.00017774836,0.00044827096,0.0003131343,0.00042716053,0.0002680107,0.00005839289,0.015378513],"genre_scores_gemma":[0.9931851,0.00010066206,0.002313158,0.0020411632,0.00021875864,0.00004019105,0.00012328016,0.000055706674,0.001921995],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972754,0.00012314532,0.00032209553,0.0005397547,0.00072281755,0.0010167981],"domain_scores_gemma":[0.99847376,0.00007648752,0.00013571585,0.00037789467,0.0000013599125,0.00093480776],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00030567407,0.00041466317,0.00033976068,0.000033745913,0.00044543543,0.000104091465,0.0003171092,0.00016614169,0.0061774235],"category_scores_gemma":[0.000010781067,0.00038188172,0.00019668834,0.00016703272,0.00038355016,0.0009638325,0.000771258,0.00033165934,0.0017086943],"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":[0.000013456727,0.00043300044,0.8995939,0.0000016713004,0.000067643865,0.0000037822822,0.0033572137,0.000020839076,0.08266311,0.000024942521,0.008344847,0.005475576],"study_design_scores_gemma":[0.00061417755,0.00016276265,0.9774133,0.00000666945,0.00006159951,0.000005823974,0.0014904541,0.000051016606,0.0011990847,0.00029345392,0.018240526,0.00046115386],"about_ca_topic_score_codex":0.0010927008,"about_ca_topic_score_gemma":0.00005561516,"teacher_disagreement_score":0.08146403,"about_ca_system_score_codex":0.0011235108,"about_ca_system_score_gemma":0.000011909596,"threshold_uncertainty_score":0.9998633},"labels":[],"label_agreement":null},{"id":"W1988042465","doi":"10.1590/s1414-753x2009000100011","title":"Gestão compartilhada ecomunitária da pesca no Brasil: avanços e desafios","year":2009,"lang":"pt","type":"article","venue":"Ambiente & sociedade","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Political science; Business","score_opus":0.01772905382530426,"score_gpt":0.2481260661667468,"score_spread":0.23039701234144253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988042465","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":[0.6397761,0.00052882906,0.0010961033,0.013553342,0.003080888,0.0024872727,0.00013463553,0.00057510455,0.33876774],"genre_scores_gemma":[0.9251223,0.00022709464,0.00048367528,0.004655708,0.00023386821,0.000022463126,0.000065731285,0.000048621296,0.069140516],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99569327,0.00018897545,0.00071402214,0.0010361247,0.0009818895,0.0013857057],"domain_scores_gemma":[0.9980248,0.000078268095,0.00029364618,0.0010191697,0.000037611197,0.0005464575],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00048016576,0.00067134044,0.00056990085,0.000079604186,0.000676331,0.0003425302,0.0011058558,0.00018372896,0.008993983],"category_scores_gemma":[0.000045645975,0.00069025246,0.00042357,0.00056537817,0.00039423985,0.00052928715,0.0030125608,0.00064880244,0.013938269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022691098,0.0031997277,0.024449602,0.00013137971,0.00021753788,0.00018680312,0.0043967552,0.00089012465,0.014283696,0.002625724,0.70543283,0.24395892],"study_design_scores_gemma":[0.0027499383,0.0013366753,0.3767706,0.00017675894,0.00032697208,0.00002914973,0.002527084,0.010785248,0.0009832263,0.0020457832,0.60041654,0.0018520117],"about_ca_topic_score_codex":0.0013624736,"about_ca_topic_score_gemma":0.000801008,"teacher_disagreement_score":0.352321,"about_ca_system_score_codex":0.00051291165,"about_ca_system_score_gemma":0.000039654653,"threshold_uncertainty_score":0.9995549},"labels":[],"label_agreement":null},{"id":"W2063635410","doi":"10.1590/s1414-753x2004000100003","title":"Brazil in the context of global governance politics and climate change, 1989-2003","year":2004,"lang":"en","type":"article","venue":"Ambiente & sociedade","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Opposition (politics); Kyoto Protocol; Political science; Ratification; Clean Development Mechanism; Negotiation; Politics; Political economy; Corporate governance; Montreal Protocol; Climate change; International trade; Development economics; Economics; Geography; Law; Ozone layer","score_opus":0.009328569756180221,"score_gpt":0.23963055273706763,"score_spread":0.23030198298088742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063635410","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":[0.98928803,0.00020871592,0.000004349332,0.0022871606,0.00005946651,0.00027000238,0.000035730558,0.000010522413,0.0078360345],"genre_scores_gemma":[0.9950023,0.00048409085,0.00015658022,0.0041926713,0.000023639855,0.000024355286,0.0000052121577,0.000008205314,0.00010293599],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99877816,0.000037130496,0.0001954944,0.00021836624,0.00030513,0.00046572057],"domain_scores_gemma":[0.9996637,0.0000149577545,0.00008635324,0.00016901408,0.0000035563028,0.00006237888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022938258,0.00013804104,0.00013511376,0.0000066950743,0.00011771633,0.000019833169,0.00022984161,0.00005780407,0.0000658181],"category_scores_gemma":[0.000024721163,0.00011247471,0.000035365752,0.0003717842,0.00044440836,0.00020844046,0.00021864616,0.000097683136,0.00007425028],"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":[0.000014892143,0.00025451247,0.9333457,0.000032552674,0.000010569024,0.000029369648,0.0105270175,0.000039028593,0.00033405644,0.04357692,0.0016168265,0.010218581],"study_design_scores_gemma":[0.0007895865,0.00004688497,0.9851652,0.000020855168,0.0000075620555,0.000011679063,0.0050128275,0.000012245858,0.00030856492,0.0018678241,0.006611663,0.00014510346],"about_ca_topic_score_codex":0.0045295176,"about_ca_topic_score_gemma":0.00070268405,"teacher_disagreement_score":0.051819526,"about_ca_system_score_codex":0.000536995,"about_ca_system_score_gemma":0.00001480903,"threshold_uncertainty_score":0.68473065},"labels":[],"label_agreement":null},{"id":"W2065859348","doi":"10.1590/s1414-753x2007000100005","title":"Rumo a uma abordagem integrada da conservação e uso sustentável da biodiversidade: lições aprendidas a partir do projeto da biodiversidade do Rio Rideau","year":2007,"lang":"pt","type":"article","venue":"Ambiente & sociedade","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Museum of Nature; Aboriginal Affairs Northern Dev Canada","funders":"","keywords":"Humanities; Political science; Geography; Philosophy","score_opus":0.03500844228267498,"score_gpt":0.28358498909186997,"score_spread":0.248576546809195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065859348","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":[0.98163074,0.0030232829,0.00015923766,0.0055005364,0.0018129282,0.0022897322,0.002039714,0.00033311237,0.0032107132],"genre_scores_gemma":[0.9857969,0.001642361,0.0003994403,0.0024871556,0.0003213564,0.00008573263,0.00021193556,0.00012114783,0.00893394],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.988836,0.00047417832,0.0016014753,0.002911556,0.002430712,0.0037461002],"domain_scores_gemma":[0.99469346,0.0005912094,0.0012573665,0.0020043305,0.00022222186,0.0012314073],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.0023876335,0.0015721087,0.0012884681,0.00027869153,0.0018934853,0.0014938999,0.0025334072,0.0010098568,0.004861955],"category_scores_gemma":[0.00051070604,0.0016111741,0.0010797916,0.0024986307,0.0035100533,0.0016464145,0.002559321,0.0018264512,0.0035116249],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017577704,0.0036597003,0.6786512,0.001229188,0.0008298507,0.0021903203,0.14982645,0.00014825206,0.006905957,0.0013817456,0.13741536,0.01600422],"study_design_scores_gemma":[0.006328346,0.001220667,0.19868484,0.0008070663,0.0009267353,0.00016520558,0.5334844,0.00041592226,0.007770942,0.0006093132,0.24602047,0.0035660707],"about_ca_topic_score_codex":0.008579273,"about_ca_topic_score_gemma":0.0013321949,"teacher_disagreement_score":0.47996634,"about_ca_system_score_codex":0.004195015,"about_ca_system_score_gemma":0.00034157303,"threshold_uncertainty_score":0.9997027},"labels":[],"label_agreement":null},{"id":"W2078157867","doi":"10.1590/s1414-753x2003000300003","title":"Adesão voluntária e comportamento ambiental de empresas transnacionais do setor químico no Brasil","year":2003,"lang":"pt","type":"article","venue":"Ambiente & sociedade","topic":"Corporate Law and Human Rights","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"York University","keywords":"Business; Political science; Welfare economics; Economics","score_opus":0.01710677850273018,"score_gpt":0.2311609323667681,"score_spread":0.21405415386403792,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078157867","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":[0.9705002,0.0015163376,0.00028602194,0.0010138742,0.0038597037,0.0011799131,0.00012418597,0.00038374204,0.02113606],"genre_scores_gemma":[0.95894533,0.00009798238,0.00014846856,0.0036762808,0.0015631468,0.000060614493,0.0003352089,0.00019599537,0.03497695],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9944433,0.00013868292,0.0011543735,0.0013712131,0.0010899636,0.001802465],"domain_scores_gemma":[0.9975826,0.00008046403,0.00077049126,0.00091399427,0.00042881764,0.00022363287],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00080627075,0.001033114,0.0009192665,0.00030996438,0.0013426688,0.0015540881,0.0009147606,0.00050077355,0.0090829665],"category_scores_gemma":[0.000039282782,0.0010756337,0.00086951314,0.0007652635,0.00056441105,0.0016993404,0.00022293211,0.0008454196,0.00499881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00040593048,0.0032249398,0.18771583,0.0015145935,0.00091689546,0.00042391868,0.005206254,0.000043467342,0.009097529,0.34346828,0.44723773,0.0007446258],"study_design_scores_gemma":[0.0056448136,0.00015980152,0.035180748,0.0005012418,0.0008699825,0.00003427154,0.0034026136,0.0009776597,0.0006953339,0.009202108,0.9410533,0.002278156],"about_ca_topic_score_codex":0.00053398596,"about_ca_topic_score_gemma":0.0006917439,"teacher_disagreement_score":0.49381554,"about_ca_system_score_codex":0.000435674,"about_ca_system_score_gemma":0.00025237512,"threshold_uncertainty_score":0.99995744},"labels":[],"label_agreement":null},{"id":"W2144759902","doi":"10.1590/1809-4422asoc907v1742014","title":"Comunicação de risco e os discursos da imprensa sergipana na transposição do rio São Francisco","year":2014,"lang":"pt","type":"article","venue":"Ambiente & sociedade","topic":"Environmental Sustainability and Education","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.009668334973214376,"score_gpt":0.2477560142844725,"score_spread":0.23808767931125813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2144759902","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":[0.9868842,0.00078221475,0.0037254966,0.00359219,0.0008308312,0.0010647109,0.00011832557,0.00011445314,0.0028876048],"genre_scores_gemma":[0.98989826,0.0004373327,0.0005331456,0.0014834858,0.00020890126,0.00011615639,0.00010615354,0.00010164474,0.007114936],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9943185,0.0007025752,0.0008445789,0.0013647955,0.0010143771,0.0017551944],"domain_scores_gemma":[0.99706554,0.0002388016,0.00035299314,0.0015471561,0.000018221837,0.00077731034],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013568356,0.0007354422,0.00063049706,0.00006682685,0.0011937835,0.00027635694,0.0013238833,0.00052073435,0.0042712432],"category_scores_gemma":[0.00010863563,0.0007588046,0.0005066886,0.00054390245,0.0015240526,0.00079768314,0.0004607399,0.0010641963,0.00173907],"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":[0.00036813135,0.0054580797,0.6217982,0.00073276274,0.00037362918,0.000029613006,0.1802244,0.0067365183,0.049165137,0.0013122008,0.022660946,0.111140385],"study_design_scores_gemma":[0.0031350972,0.0010328554,0.8447885,0.00029316862,0.0005843455,0.00003351418,0.05602707,0.009015937,0.006800691,0.0024526727,0.073541924,0.002294221],"about_ca_topic_score_codex":0.0030577297,"about_ca_topic_score_gemma":0.00057093357,"teacher_disagreement_score":0.22299032,"about_ca_system_score_codex":0.0021090244,"about_ca_system_score_gemma":0.000089375935,"threshold_uncertainty_score":0.99948627},"labels":[],"label_agreement":null},{"id":"W2902682806","doi":"10.1590/1809-4422asoc0091r1vu18l3rw","title":"GOVERNANCE FOR A PLANET UNDER PRESSURE","year":2018,"lang":"pt","type":"article","venue":"Ambiente & sociedade","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Planet; Corporate governance; Business; Environmental science; Astrobiology; Physics; Astrophysics; Finance","score_opus":0.02129581184273874,"score_gpt":0.26832293302335936,"score_spread":0.24702712118062062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902682806","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":[0.95403934,0.0066062994,0.0019860407,0.012340863,0.0038014418,0.0033124026,0.006369145,0.00023696014,0.011307522],"genre_scores_gemma":[0.93733835,0.0004631656,0.00017030479,0.0033638482,0.00069018715,0.000109492736,0.00007217269,0.000058187183,0.057734296],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968577,0.00007663996,0.0003733557,0.00094576174,0.00063038303,0.0011161828],"domain_scores_gemma":[0.99856985,0.00016567337,0.0003453315,0.00067318114,0.00004760423,0.0001983356],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00041164408,0.00038911632,0.00034516215,0.00001052969,0.00060797756,0.00016653429,0.0007073963,0.00030580733,0.0041343877],"category_scores_gemma":[0.000111235095,0.00039997706,0.0001901445,0.00026606017,0.0011886187,0.0005725227,0.00038432505,0.00026709551,0.0010807475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00081911206,0.001227192,0.014424956,0.0007993697,0.00032720366,0.000016729788,0.041285012,0.0004021205,0.005769671,0.01195333,0.91693753,0.0060377433],"study_design_scores_gemma":[0.0014652987,0.0006856354,0.08339765,0.000091241214,0.00017418557,0.000009537701,0.013370239,0.002071563,0.0018746086,0.0015146,0.89466614,0.000679323],"about_ca_topic_score_codex":0.0009945686,"about_ca_topic_score_gemma":0.00111793,"teacher_disagreement_score":0.06897269,"about_ca_system_score_codex":0.00052401534,"about_ca_system_score_gemma":0.00006379023,"threshold_uncertainty_score":0.9998452},"labels":[],"label_agreement":null},{"id":"W2945066119","doi":"10.1590/1809-4422asoc0070r2vu19l1ao","title":"PARTICIPATORY DESIGN OF A MONITORING PROTOCOL FOR THE SMALL-SCALE FISHERIES AT THE COMMUNITY OF TARITUBA, PARATY, RJ, BRAZIL","year":2019,"lang":"en","type":"article","venue":"Ambiente & sociedade","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Fishing; Sustainability; Citizen journalism; Environmental planning; Legitimacy; Environmental resource management; Protocol (science); Fishery; Geography; Scale (ratio); Business; Political science; Ecology; Economics; Cartography","score_opus":0.08030065009283617,"score_gpt":0.30502374939095983,"score_spread":0.22472309929812367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2945066119","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":[0.9095549,0.00001637265,0.0017955091,0.0011256101,0.0002262142,0.08062214,0.000019839226,0.000036008445,0.006603409],"genre_scores_gemma":[0.9428818,0.0000041658304,0.0004820788,0.00017442628,0.00002298955,0.049713437,0.000002240835,0.000015743532,0.006703114],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9989866,0.00015629752,0.00023647732,0.00013837757,0.0002390876,0.00024317091],"domain_scores_gemma":[0.9989623,0.00032174276,0.00015506204,0.0005135543,0.000014048178,0.000033284632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075558625,0.00011652223,0.00014902308,0.000006258883,0.0003261209,0.000018756145,0.00048887223,0.00003216687,0.0003959249],"category_scores_gemma":[0.000021545296,0.00006998215,0.000103888,0.00010789812,0.0004419089,0.00007755832,0.002159471,0.00014179914,0.000034060507],"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":[0.0008280347,0.0013461012,0.75634736,0.0006026506,0.0002331088,8.837715e-7,0.018394073,0.010063159,0.06884886,0.00032011466,0.079963535,0.06305213],"study_design_scores_gemma":[0.003907216,0.0018934846,0.566174,0.00014458895,0.00020306348,0.0000023115756,0.01227694,0.0041813995,0.12693793,0.0033142779,0.28035045,0.00061435695],"about_ca_topic_score_codex":0.002440582,"about_ca_topic_score_gemma":0.0008238122,"teacher_disagreement_score":0.20038691,"about_ca_system_score_codex":0.00007389799,"about_ca_system_score_gemma":0.000010101388,"threshold_uncertainty_score":0.43351},"labels":[],"label_agreement":null},{"id":"W3047708711","doi":"10.1590/1809-4422asoc20180263r2vu2020l4ao","title":"Multi-level water governance without integrated water resources management (IWRM): cooperation in the Columbia River Basin","year":2020,"lang":"en","type":"article","venue":"Ambiente & sociedade","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Oregon State University","keywords":"Integrated water resources management; Impossibility; Corporate governance; International waters; Work (physics); Drainage basin; Structural basin; Water resources; Political science; Water resource management; Environmental resource management; Environmental planning; Geography; Business; Environmental science; Geology; Engineering; Ecology","score_opus":0.03688203554181935,"score_gpt":0.26207818531795546,"score_spread":0.2251961497761361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047708711","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":[0.95904934,0.00004685322,0.0011181337,0.032126747,0.0002039405,0.0015198373,0.000035816436,0.00017092832,0.0057283887],"genre_scores_gemma":[0.9806178,0.00007787786,0.0010924705,0.007987141,0.00013116162,0.00011888025,0.00006149525,0.00003523779,0.009877925],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9966695,0.00065620383,0.00040822936,0.0005892842,0.0008627704,0.0008140242],"domain_scores_gemma":[0.99940044,0.000026230256,0.00006459731,0.00031209423,0.000067735105,0.00012891623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011130726,0.00024511619,0.00026413496,0.000036198016,0.0008954707,0.00078609237,0.0009397815,0.00011051459,0.0004255482],"category_scores_gemma":[0.00002282573,0.00016741848,0.00013375493,0.00037969678,0.0006005568,0.0003365616,0.00019346183,0.00036792632,0.00042018486],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014398272,0.0004771076,0.036791265,0.00011101048,0.00019100445,0.00012485076,0.9291822,0.00039456875,0.0026600442,0.0012869902,0.022237858,0.0063991277],"study_design_scores_gemma":[0.0015605941,0.000064498105,0.048416413,0.00004997374,0.000057275935,6.841566e-7,0.021312205,0.0005114195,0.00065229676,0.000058558442,0.926965,0.00035107875],"about_ca_topic_score_codex":0.015220568,"about_ca_topic_score_gemma":0.017186346,"teacher_disagreement_score":0.90787,"about_ca_system_score_codex":0.00024992257,"about_ca_system_score_gemma":0.000020796682,"threshold_uncertainty_score":0.9913372},"labels":[],"label_agreement":null},{"id":"W3047871588","doi":"10.1590/1809-4422asoc20180196r3vu2020l4ao","title":"SYNTHETIC BIOLOGY AND GENETIC MANIPULATION: Risks, promises and responsibilities","year":2020,"lang":"en","type":"article","venue":"Ambiente & sociedade","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Bioethics; Environmental ethics; Compromise; Prudence; Dignity; Engineering ethics; Technoscience; Political science; Synthetic biology; Sociology; Biology; Epistemology; Social science; Law; Engineering; Philosophy; Genetics","score_opus":0.16792138958802397,"score_gpt":0.3646934404556502,"score_spread":0.19677205086762625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047871588","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":[0.9804199,0.000187057,0.00069258217,0.017760167,0.00013079401,0.00033220826,0.000027938093,0.00011438981,0.0003349766],"genre_scores_gemma":[0.9909673,0.0002447448,0.0006130881,0.007799307,0.00008681997,0.000027757453,0.0000028680524,0.000018149049,0.00023997862],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984653,0.00020393298,0.0002844319,0.00060099125,0.00018477626,0.00026059136],"domain_scores_gemma":[0.99904907,0.0004840393,0.00010154158,0.00019424141,0.00003678103,0.00013433654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001323546,0.0001436704,0.00016329078,0.000053206855,0.00027889694,0.000068699694,0.00015020029,0.000083527906,0.000088752386],"category_scores_gemma":[0.0017641227,0.0001375828,0.000028686361,0.00027089115,0.0012008548,0.00010065849,0.0001914707,0.0002523755,0.000027467479],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006096372,0.000074519434,0.0052407556,0.000112132715,0.000011484659,0.000023288263,0.0031101184,0.0000026368848,0.9322429,0.054781526,0.000959401,0.0033803044],"study_design_scores_gemma":[0.004068867,0.0023927595,0.15781982,0.00018605498,0.00017290235,0.00018885935,0.0024104537,0.0067613455,0.6135806,0.12202291,0.088642254,0.0017532047],"about_ca_topic_score_codex":0.0000107919495,"about_ca_topic_score_gemma":0.0000024485603,"teacher_disagreement_score":0.31866232,"about_ca_system_score_codex":0.000017937988,"about_ca_system_score_gemma":0.000036887443,"threshold_uncertainty_score":0.56104636},"labels":[],"label_agreement":null},{"id":"W3094206521","doi":"10.1590/1809-4422asoc20180036r2vu2020l5ao","title":"Social Participation in Management Councils of Protected Areas: Normative advances and the perspective of ICMBio Environmental officers","year":2020,"lang":"en","type":"article","venue":"Ambiente & sociedade","topic":"Development, Ethics, and Society","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Universidade Estadual de Campinas; Instituto Chico Mendes de Conservação da Biodiversidade; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Negotiation; Normative; Perspective (graphical); Political science; Participatory management; Democracy; Perception; Power (physics); Public relations; Sociology; Environmental planning; Psychology; Politics; Social psychology; Geography; Law","score_opus":0.029251760687601172,"score_gpt":0.3140759541309748,"score_spread":0.2848241934433736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094206521","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":[0.9410561,0.000673551,0.0002487386,0.01838493,0.00010567397,0.0018612259,0.00004332415,0.00004026559,0.03758624],"genre_scores_gemma":[0.99797535,0.0011448715,0.00017155152,0.00041073535,0.000028066657,0.000054769367,0.0000052344735,0.000005772034,0.00020364404],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99843085,0.0003108852,0.0002799838,0.00019347633,0.00057622156,0.00020857912],"domain_scores_gemma":[0.99944985,0.00012175095,0.00025254686,0.000055364035,0.00007114101,0.00004932536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009317451,0.000095141375,0.0002141517,0.000017281383,0.0002943706,0.000017898166,0.00015160146,0.000078199286,0.00002917668],"category_scores_gemma":[0.00013527309,0.00008138269,0.00008407187,0.0002474313,0.0016811745,0.00020058549,0.00005527243,0.00017737156,0.0000043211858],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013200432,0.00010172863,0.003934573,0.0000769813,0.0000885095,6.562609e-7,0.955611,0.000010625809,0.000121862664,0.038837392,0.00033427787,0.000750407],"study_design_scores_gemma":[0.002622002,0.000070012306,0.05024692,0.000045295674,0.00006134187,7.344498e-8,0.93308026,0.00013480372,0.00038603428,0.005088908,0.0080728885,0.0001914787],"about_ca_topic_score_codex":0.00046167313,"about_ca_topic_score_gemma":0.0003820287,"teacher_disagreement_score":0.056919303,"about_ca_system_score_codex":0.00026946922,"about_ca_system_score_gemma":0.000101966914,"threshold_uncertainty_score":0.6194357},"labels":[],"label_agreement":null},{"id":"W4225789357","doi":"10.1590/1809-4422asoc20210056vu2022l1ao","title":"Political engagement in urban agriculture: power to act in community gardens of São Paulo","year":2022,"lang":"en","type":"article","venue":"Ambiente & sociedade","topic":"Urban Agriculture and Sustainability","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Universidade de São Paulo; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Commons; Ethnography; Politics; Power (physics); Sociology; Collective action; Institution; Work (physics); Participant observation; Political action; Community engagement; Public administration; Political science; Public relations; Social science; Engineering; Law; Anthropology","score_opus":0.01691512925792878,"score_gpt":0.23533317681455826,"score_spread":0.21841804755662947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225789357","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":[0.9920466,0.000083553525,2.8658278e-7,0.0029221422,0.00008493701,0.00050385925,0.000068674555,0.00003224168,0.0042577153],"genre_scores_gemma":[0.99773026,0.0000022087459,0.00001538125,0.0013093007,0.000035875426,0.00007708228,0.00007083521,0.0000012681261,0.00075779954],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9972829,0.000994936,0.0003907267,0.00029707525,0.00041550488,0.0006188358],"domain_scores_gemma":[0.99930257,0.00026453089,0.00007230601,0.00012998516,0.00006855294,0.00016204604],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011160123,0.0001805629,0.00030054283,0.00002449517,0.00033129661,0.000024026607,0.0005162538,0.00008144402,0.0005512993],"category_scores_gemma":[0.0001437454,0.000077062534,0.00016768827,0.00085571624,0.000060001206,0.000051364674,0.0005662174,0.00088162796,0.000008533603],"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":[0.00021510953,0.006491665,0.7254796,0.00005406578,0.000053650467,0.00007023608,0.0379487,0.000084325235,0.12163233,0.0074965702,0.09921872,0.0012550364],"study_design_scores_gemma":[0.00024939762,0.0005591478,0.88276756,0.00001009974,0.000006861028,0.0000026470777,0.068418734,0.0000020672517,0.0006856928,0.0005904838,0.046501268,0.00020607379],"about_ca_topic_score_codex":0.0017806003,"about_ca_topic_score_gemma":0.0059345495,"teacher_disagreement_score":0.15728794,"about_ca_system_score_codex":0.00043304233,"about_ca_system_score_gemma":0.000019120425,"threshold_uncertainty_score":0.60363406},"labels":[],"label_agreement":null},{"id":"W4285612416","doi":"10.1590/1809-4422asoc20210088r1vu2022l2ao","title":"Impactos da Covid-19 sobre catadores de materiais recicláveis organizados no Estado de São Paulo","year":2022,"lang":"pt","type":"article","venue":"Ambiente & sociedade","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Political science; Humanities; Philosophy","score_opus":0.022054875965511308,"score_gpt":0.2798898200932992,"score_spread":0.2578349441277879,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285612416","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":[0.97796744,0.00045511615,0.0018047722,0.008455961,0.0016670115,0.0022145945,0.0015352772,0.00039638573,0.005503428],"genre_scores_gemma":[0.9619337,0.0004597136,0.0003956312,0.015176513,0.00020736146,0.00023165125,0.00022608487,0.00020354879,0.021165825],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9925127,0.0013329869,0.00082338095,0.0013947036,0.0015381377,0.0023980967],"domain_scores_gemma":[0.99613774,0.00020461374,0.00051987026,0.0016847444,0.00002665496,0.0014263851],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0022806006,0.0007830873,0.000634384,0.0001491395,0.0024417895,0.00047017663,0.0024918674,0.00023823374,0.043873508],"category_scores_gemma":[0.0004243847,0.0008929615,0.00036034174,0.0012933179,0.0005084099,0.00040219468,0.005562704,0.0012145521,0.0034772784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005822759,0.0029050636,0.07868266,0.0008029191,0.00069303444,0.0013706676,0.14307608,0.09749545,0.022110896,0.00040082657,0.64744836,0.004431773],"study_design_scores_gemma":[0.00527768,0.0018922916,0.030909168,0.000116070325,0.00078238826,0.00036613346,0.13928942,0.04143045,0.00336034,0.00080639066,0.7722555,0.0035142081],"about_ca_topic_score_codex":0.014545791,"about_ca_topic_score_gemma":0.00081881235,"teacher_disagreement_score":0.124807104,"about_ca_system_score_codex":0.00817206,"about_ca_system_score_gemma":0.0004143683,"threshold_uncertainty_score":0.9993521},"labels":[],"label_agreement":null},{"id":"W4285614235","doi":"10.1590/1809-4422asoc20210088r1vu2022l2oa","title":"Impacts of Covid-19 on organized waste pickers in selected municipalities in the State of São Paulo","year":2022,"lang":"en","type":"article","venue":"Ambiente & sociedade","topic":"Municipal Solid Waste Management","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Government (linguistics); Coronavirus disease 2019 (COVID-19); Order (exchange); Business; State (computer science); Pandemic; Environmental planning; Political science; Economic growth; Public administration; Geography; Economics; Finance","score_opus":0.01768138057895253,"score_gpt":0.26471719338957544,"score_spread":0.24703581281062292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285614235","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":[0.9973056,0.000046490946,0.0000050094886,0.00072137103,0.0000509932,0.0005986262,0.000038963062,0.000014077135,0.0012188937],"genre_scores_gemma":[0.99797195,0.000042122167,0.000030646348,0.0013911909,0.0000043677123,0.000057880086,0.000019328134,0.000019092317,0.00046342902],"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","domain_scores_codex":[0.9972971,0.00068654487,0.0004801619,0.00028717172,0.00079799246,0.00045102794],"domain_scores_gemma":[0.99894124,0.00020759902,0.00024626398,0.00051562744,0.0000070988804,0.00008215828],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013509945,0.00016721124,0.00027861824,0.00011237187,0.0001227506,0.000012072004,0.00081849133,0.000027118971,0.0009596852],"category_scores_gemma":[0.00017801744,0.00014282865,0.00007114832,0.0015904809,0.00021366544,0.00008133243,0.00074573536,0.00034393815,0.000016818927],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004970465,0.0013118318,0.06870082,0.00014327245,0.00007556802,0.00006341069,0.3751818,0.53923494,0.0067462404,0.0004641221,0.0070634754,0.0005174836],"study_design_scores_gemma":[0.011607212,0.0023059677,0.20586441,0.00011093482,0.00009656,0.000012875505,0.73061514,0.024463866,0.0077735656,0.0029112927,0.013090348,0.0011478098],"about_ca_topic_score_codex":0.02004292,"about_ca_topic_score_gemma":0.012219953,"teacher_disagreement_score":0.51477104,"about_ca_system_score_codex":0.00075450214,"about_ca_system_score_gemma":0.000053173342,"threshold_uncertainty_score":0.99995357},"labels":[],"label_agreement":null}]}