{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"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":"b9b64a7d8fe3","filters":{"venue":"Investigaciones Geográficas"}},"results":[{"id":"W2996993764","doi":"10.14198/ingeo2019.72.01","title":"Aportes y desafíos del Sistema de Evaluación de Impacto Ambiental (SEIA) a la conservación de la biodiversidad en Chile","year":2019,"lang":"es","type":"article","venue":"Investigaciones Geográficas","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Geography; Political science; Humanities; Art","authors":[{"name":"Virginia Carter","is_ca":false},{"name":"Cristián Henríquez","is_ca":false},{"name":"Claudia Bruna Morales","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01065161234279552,"gpt":0.2941794643247578,"spread":0.2835278519819622,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001970558,0.00074282,0.0006666366,0.0001520987,0.0005583929,0.0004770121,0.0008748484,0.0007809661,0.003288192],"category_scores_gemma":[0.0002511465,0.0007668852,0.0004368822,0.0004298112,0.00190326,0.0007358079,0.0007635735,0.0007837376,0.003559712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00185952,"about_ca_system_score_gemma":0.0003458131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00390665,"about_ca_topic_score_gemma":0.00007363881,"domain_scores_codex":[0.9942476,0.001735982,0.0006177777,0.0008957593,0.0009730111,0.001529855],"domain_scores_gemma":[0.9968995,0.0007582844,0.0003882092,0.0006747533,0.00001547684,0.00126375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007936906,0.0007268161,0.9034603,0.000138249,0.000176517,0.0001844373,0.004366716,0.0005128914,0.0877051,0.0003832631,0.001096448,0.001169847],"study_design_scores_gemma":[0.00138466,0.0003998906,0.9715,0.0002742401,0.0003072314,0.0004090896,0.0028972,0.001263603,0.01113481,0.001188051,0.008331032,0.0009102041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886493,0.0003760611,0.00004857628,0.001400223,0.0002235625,0.0008629498,0.0003636092,0.0001426184,0.007933066],"genre_scores_gemma":[0.9945949,0.0005508581,0.002055604,0.001579086,0.0001450819,0.00005861709,0.00007301775,0.00008714124,0.0008557384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07657028,"threshold_uncertainty_score":0.9994782,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1628938918","doi":"10.14198/ingeo2003.30.04","title":"El palmeral de Elche: patrimonio, gestión y turismo","year":2003,"lang":"es","type":"article","venue":"Investigaciones Geográficas","topic":"Historical Studies of Medieval Iberia","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Impact","funders":"","keywords":"Humanities; Art; Political science; Geography","authors":[{"name":"José Antonio Larrosa Rocamora","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02757096809050957,"gpt":0.2557714647827264,"spread":0.2282004966922169,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008611039,0.000869492,0.0009392427,0.0002343596,0.001506458,0.0006716198,0.0006055734,0.0004660999,0.003159746],"category_scores_gemma":[0.001509739,0.0008182634,0.0004495073,0.0002024252,0.001743616,0.0003304511,0.0001907345,0.000997726,0.00235161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005001976,"about_ca_system_score_gemma":0.0003504876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001208787,"about_ca_topic_score_gemma":0.0001880441,"domain_scores_codex":[0.9950591,0.0005853277,0.0009864485,0.0009435755,0.0008546016,0.001570969],"domain_scores_gemma":[0.9970313,0.0004684809,0.000398013,0.0008020004,0.0003270675,0.0009731016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008749916,0.0007212717,0.02289863,0.000431658,0.0004632163,0.0003953514,0.02421738,0.00003665364,0.0003070851,0.8500185,0.09651499,0.003907762],"study_design_scores_gemma":[0.0009276636,0.0003482567,0.004918662,0.0001950107,0.0003137392,0.00005256863,0.001451797,0.00004131449,0.0003231328,0.01048651,0.9798975,0.001043822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8234818,0.04167089,0.000061024,0.01102951,0.007316379,0.0009754063,0.0002437829,0.0006416673,0.1145796],"genre_scores_gemma":[0.9800931,0.002001858,0.001291197,0.002594749,0.003199251,0.0001201827,0.00004068097,0.0001659469,0.01049304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8833826,"threshold_uncertainty_score":0.9997935,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3111868892","doi":"10.14198/ingeo2020.kpsm","title":"El desarrollo local como resultado de un proceso de innovación social en Saint-Camille (Quebec) y Aras de los Olmos (Valencia)","year":2020,"lang":"es","type":"article","venue":"Investigaciones Geográficas","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Valencia; Geography; Political science; SAINT; Art","authors":[{"name":"Juan‐Luis Klein","is_ca":true},{"name":"María Dolores Pitarch Garrido","is_ca":false},{"name":"Ana Sales Ten","is_ca":false},{"name":"Joaquín Martín Cubas","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02519512515929765,"gpt":0.2597691019345441,"spread":0.2345739767752465,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002120611,0.0008605038,0.0008936576,0.0004746784,0.001515535,0.000455353,0.001343884,0.001446118,0.0001491098],"category_scores_gemma":[0.002116091,0.0009612081,0.0002504874,0.003176275,0.001820612,0.0007438642,0.001079178,0.001778653,0.0004452805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009994439,"about_ca_system_score_gemma":0.0009776043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522912,"about_ca_topic_score_gemma":0.0001854231,"domain_scores_codex":[0.9950877,0.0002940441,0.001176103,0.001080526,0.0006920254,0.001669611],"domain_scores_gemma":[0.9978282,0.0001798732,0.0007756034,0.0003810512,0.0006850461,0.0001502068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005233893,0.0006592229,0.3507692,0.002969942,0.0007727394,0.0005678687,0.01124789,0.000175821,0.002624606,0.5524004,0.02003831,0.05725063],"study_design_scores_gemma":[0.005807216,0.0002224936,0.5346785,0.001062977,0.000952985,0.00008747156,0.01627915,0.01435717,0.01381812,0.1039179,0.3044389,0.004377012],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9155682,0.0007748262,0.01504005,0.06323674,0.000334608,0.001047719,0.00005156132,0.0008867502,0.003059591],"genre_scores_gemma":[0.9700782,0.00009907527,0.004351235,0.02247794,0.002225768,0.0002043861,0.0001486571,0.0001394153,0.0002753385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4484825,"threshold_uncertainty_score":0.9998502,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2168446181","doi":"10.14198/ingeo2002.27.11","title":"La climatología geográfica en Brasil: de lo producido a lo enseñado","year":2002,"lang":"es","type":"article","venue":"Investigaciones Geográficas","topic":"Geography and Environmental Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"WSP (Canada)","funders":"","keywords":"Humanities; Philosophy","authors":[{"name":"João Lima Sant’Anna Neto","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01568450456245273,"gpt":0.2191253134987702,"spread":0.2034408089363175,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001067865,0.001064731,0.0008807156,0.0002496562,0.001069321,0.00047,0.001121021,0.0007648309,0.006363505],"category_scores_gemma":[0.0003517575,0.001044527,0.0005310847,0.0009649156,0.003809342,0.0005627624,0.001222103,0.001185732,0.01113658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003323044,"about_ca_system_score_gemma":0.00001883631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008549241,"about_ca_topic_score_gemma":0.00006792528,"domain_scores_codex":[0.9933699,0.0009277377,0.0009633316,0.001801044,0.001034259,0.001903664],"domain_scores_gemma":[0.9969345,0.0004831834,0.0003904571,0.001286622,0.00001751933,0.0008877704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000398198,0.001102352,0.9606966,0.0001806128,0.0002172468,0.0003952391,0.004122478,0.0004697302,0.002393532,0.0009835818,0.009125978,0.02027279],"study_design_scores_gemma":[0.0007804725,0.0002834716,0.7100262,0.0001732251,0.0002514416,0.0005465065,0.001169959,0.0005455554,0.001219708,0.0007966754,0.2830481,0.001158648],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658066,0.007148546,0.00004295555,0.008242697,0.0005103115,0.0008187061,0.0001288575,0.0003512884,0.01695],"genre_scores_gemma":[0.9883949,0.006688304,0.001996897,0.001378119,0.0003034439,0.0001691983,0.00002456554,0.0001176049,0.0009269534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2739221,"threshold_uncertainty_score":0.9992005,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2157051611","doi":"10.14198/ingeo2001.26.02","title":"Obstáculos y estímulos a la integración de las regiones atlánticas regresivas","year":2001,"lang":"es","type":"article","venue":"Investigaciones Geográficas","topic":"Regional Development and Innovation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Atlantic School of Theology","funders":"","keywords":"Geography; Humanities; Political science; Philosophy","authors":[{"name":"Paz Benito del Pozo","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03605493699887227,"gpt":0.3329107586977716,"spread":0.2968558216988993,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001907151,0.0006655086,0.0006335822,0.0006008298,0.001173951,0.0007434562,0.0009360582,0.0008467776,0.0002353271],"category_scores_gemma":[0.001967403,0.0006425602,0.0003259942,0.002732516,0.002036744,0.001005188,0.0002060384,0.0007741498,0.00119121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003582958,"about_ca_system_score_gemma":0.0009989662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001149099,"about_ca_topic_score_gemma":0.0001970559,"domain_scores_codex":[0.9945942,0.0009366485,0.0009834621,0.0009334806,0.001337222,0.00121496],"domain_scores_gemma":[0.9967297,0.0008031699,0.0005553637,0.0006765811,0.000611613,0.0006235669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001864878,0.0004967434,0.1830929,0.0001452826,0.000225293,0.0005473353,0.009737467,0.00001885921,0.001037049,0.73474,0.03275673,0.03701584],"study_design_scores_gemma":[0.0006979027,0.0001205379,0.1015011,0.0006659148,0.0001134006,0.000202076,0.002291286,0.0002704069,0.0003773296,0.03982872,0.8530822,0.0008491858],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8088638,0.0009783055,0.0005376714,0.0855641,0.001155367,0.0008964628,0.00001362214,0.0005501267,0.1014405],"genre_scores_gemma":[0.9659001,0.01259244,0.003249302,0.002120062,0.001381895,0.0001214514,0.00008295269,0.00009436535,0.01445739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8203254,"threshold_uncertainty_score":0.9996026,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2111238226","doi":"10.14198/ingeo2011.56.04","title":"Aproximación a los parques nacionales de la región Capital Nacional (Quebec, Canadá): conservación y desarrollo","year":2011,"lang":"es","type":"article","venue":"Investigaciones Geográficas","topic":"French Urban and Social Studies","field":"Social 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":"Humanities; Geography; Art","authors":[{"name":"José Manuel Crespo Guerrero","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0441951336498103,"gpt":0.2750554672178612,"spread":0.2308603335680509,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.001659071,0.0008766915,0.000986387,0.0003169087,0.002213034,0.0004459409,0.001080524,0.0009553683,0.001028299],"category_scores_gemma":[0.0013005,0.0008963388,0.000560363,0.000876927,0.007712629,0.0006258836,0.0003357469,0.0008831767,0.0003730451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016746,"about_ca_system_score_gemma":0.002486016,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2239681,"about_ca_topic_score_gemma":0.146106,"domain_scores_codex":[0.9933292,0.001656542,0.0009281843,0.001069024,0.001346049,0.001670981],"domain_scores_gemma":[0.9962464,0.0009812731,0.0005253409,0.0005740495,0.0004630451,0.001209879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001095833,0.0005242918,0.1082724,0.0001572992,0.0004611103,0.0003520611,0.05597909,0.000003353811,0.0001592253,0.805166,0.02720244,0.0016131],"study_design_scores_gemma":[0.001737191,0.0003149859,0.2229689,0.0005942502,0.0005006424,0.00007835031,0.01851686,0.00009710326,0.0007288068,0.1313718,0.6208591,0.002232022],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9137199,0.0194547,0.00006438029,0.008112032,0.001553236,0.0009306116,0.0003655019,0.0004992849,0.05530035],"genre_scores_gemma":[0.9864189,0.004004268,0.001811734,0.001570622,0.001314458,0.0002087197,0.00004884758,0.00009143911,0.004531008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6737942,"threshold_uncertainty_score":0.9998849,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1576685120","doi":"10.14198/ingeo2006.41.08","title":"Lotes y conjuntos residenciales como potenciales generadores de impactos de vecindad","year":2006,"lang":"es","type":"article","venue":"Investigaciones Geográficas","topic":"Sustainable Building Design and Assessment","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":"Impact","funders":"","keywords":"Humanities; Geography; Political science; Philosophy","authors":[{"name":"José Augusto de Lollo","is_ca":true},{"name":"Sérgio Antonio Röhm","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01169860955333321,"gpt":0.2461574899266634,"spread":0.2344588803733302,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008365811,0.0008385602,0.0007468762,0.0003763947,0.000520975,0.0006893283,0.0006497405,0.0006036048,0.0002220341],"category_scores_gemma":[0.0004012808,0.0009006192,0.000298726,0.0005646786,0.0005260106,0.0004724782,0.0001624649,0.0005688187,0.0001207217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303317,"about_ca_system_score_gemma":0.001209944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01061288,"about_ca_topic_score_gemma":0.0005708493,"domain_scores_codex":[0.995681,0.0003362773,0.0008976554,0.0006862284,0.0006241431,0.001774659],"domain_scores_gemma":[0.9977341,0.0004713092,0.000246603,0.000731771,0.0002289925,0.0005872297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001677374,0.0007156918,0.24671,0.002264621,0.0006287625,0.002155841,0.002053482,0.09715644,0.2897551,0.3075666,0.04056596,0.01025982],"study_design_scores_gemma":[0.003641522,0.0007431103,0.4699019,0.00288396,0.001094156,0.0008758045,0.003490572,0.05892269,0.2434579,0.1092263,0.1006839,0.005078268],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619447,0.02157087,0.009473215,0.001712492,0.0005551188,0.0006613549,0.0001241633,0.000890255,0.003067846],"genre_scores_gemma":[0.9866053,0.001597049,0.008332268,0.0004082395,0.002173016,0.0000849374,0.00007617064,0.0001925742,0.0005304385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2231919,"threshold_uncertainty_score":0.9993445,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}