{"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":"3875361f65b1","filters":{"venue":"Documents d Archéologie Méridionale"}},"results":[{"id":"W252791434","doi":"10.4000/dam.1572","title":"Un alignement de fours à pierres chauffées du premier âge du Fer : la ligne de feux d’Eyrein (Corrèze)","year":2007,"lang":"fr","type":"article","venue":"Documents d Archéologie Méridionale","topic":"Archaeology and ancient environmental studies","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut national de psychiatrie légale Philippe-Pinel","funders":"","keywords":"Humanities; Art","authors":[{"name":"Jean-Michel Beausoleil","is_ca":true},{"name":"Philippe Poirier","is_ca":false},{"name":"Claude PEPE","is_ca":false},{"name":"Patrick ROCHER","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02203630998813906,"gpt":0.2314156396627312,"spread":0.2093793296745922,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002398669,0.0004956894,0.0004183676,0.0001391956,0.000983235,0.00005212841,0.0006696046,0.0002782697,0.006333615],"category_scores_gemma":[0.0001423815,0.0004547045,0.0002195142,0.0002114131,0.001756798,0.0003382476,0.0005012579,0.000445763,0.0007440815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002207929,"about_ca_system_score_gemma":0.0001492175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001795795,"about_ca_topic_score_gemma":0.001157699,"domain_scores_codex":[0.9960666,0.0004133835,0.0005281847,0.0007152449,0.0005501605,0.001726478],"domain_scores_gemma":[0.9982997,0.0007069022,0.000197926,0.0003071603,0.00002631544,0.0004620463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001824639,0.0002981598,0.9453205,0.00004111342,0.0002153681,0.0006136757,0.00244716,0.00159438,0.0001253853,0.003322013,0.01067238,0.03516743],"study_design_scores_gemma":[0.0008050457,0.000347395,0.7379743,0.00007643162,0.00008051369,0.0002059656,0.001041871,0.0004135233,0.001298115,0.01303844,0.2442601,0.0004582555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9378408,0.01400094,0.003781032,0.0159682,0.001430537,0.0004811086,0.0001386674,0.00008142499,0.02627729],"genre_scores_gemma":[0.972416,0.008070587,0.00391592,0.001453134,0.0008159414,0.00002267865,0.0001726709,0.00001945,0.01311356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2335877,"threshold_uncertainty_score":0.9997905,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4313017342","doi":"10.4000/dam.7047","title":"Correctif Entre Saint-Blaise et Fos, retour à la pointe Vella (Port-de-Bouc, Bouches-du-Rhône)","year":2018,"lang":"fr","type":"article","venue":"Documents d Archéologie Méridionale","topic":"Maritime and Coastal Archaeology","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Richmond Hospital","funders":"","keywords":"Humanities; Art; Antique; Visual arts","authors":[{"name":"Hélène Marino","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03039632349752419,"gpt":0.2632043533143582,"spread":0.232808029816834,"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":[0.001370317,0.0007006832,0.0007015113,0.0002759372,0.0009799782,0.0003604429,0.0008671901,0.0003268364,0.0367126],"category_scores_gemma":[0.0003078049,0.0006973544,0.000445676,0.0001378675,0.00407249,0.0005368916,0.00148196,0.000905221,0.002737698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003572949,"about_ca_system_score_gemma":0.0007296012,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009948493,"about_ca_topic_score_gemma":0.003808904,"domain_scores_codex":[0.9950048,0.001044304,0.0008242082,0.0009796814,0.0005637598,0.001583211],"domain_scores_gemma":[0.9973032,0.0008627588,0.0003515708,0.0006847547,0.0003556299,0.0004421103],"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":[0.0004564427,0.0008439873,0.01766856,0.0001638545,0.0004777139,0.0006914499,0.01421913,0.00001004621,0.000118162,0.6377929,0.286388,0.04116967],"study_design_scores_gemma":[0.001203218,0.0009176498,0.001935231,0.0002446633,0.000116561,0.0004322631,0.003922809,0.0001848289,0.0005724519,0.06513648,0.9246346,0.0006992511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2950976,0.004148744,0.0006801822,0.06224707,0.006890536,0.0009387907,0.0007894608,0.0003719104,0.6288357],"genre_scores_gemma":[0.7107669,0.002796116,0.0006312639,0.004063285,0.003598566,0.00009718719,0.0003028436,0.000104823,0.2776391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6382465,"threshold_uncertainty_score":0.9995478,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W253719935","doi":"10.4000/dam.2008","title":"Étude archéozoologique d’une cour d’habitat sur le site des Barbes-et-Fon-Danis à Saint-Laurent-de-Carnols (Gard, fin Ve s. av. J.‑C. début IVe s. av. J.‑C.)","year":2010,"lang":"fr","type":"article","venue":"Documents d Archéologie Méridionale","topic":"Metallurgy and Cultural Artifacts","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":"Cégep de Saint-Laurent","funders":"","keywords":"Humanities; Art; Geography","authors":[{"name":"Audrey Renaud","is_ca":false},{"name":"Stéphanie Porcier","is_ca":false},{"name":"Dominic Goury","is_ca":false},{"name":"Véronique Fabre","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05600325673743969,"gpt":0.2949794192995304,"spread":0.2389761625620907,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.004369006,0.0009764806,0.001030931,0.0002016466,0.001727465,0.0004617618,0.001752631,0.001082783,0.006762781],"category_scores_gemma":[0.002532341,0.0008975056,0.0007425286,0.0008576424,0.003640058,0.00159778,0.0007926445,0.002767508,0.005398211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005902847,"about_ca_system_score_gemma":0.001816219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02061566,"about_ca_topic_score_gemma":0.04576537,"domain_scores_codex":[0.9907354,0.002753672,0.001111665,0.00145596,0.001369436,0.002573926],"domain_scores_gemma":[0.99505,0.001960259,0.0005918627,0.0008513297,0.0005183631,0.001028155],"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":[0.0009491454,0.004807616,0.3038148,0.0004931108,0.001952082,0.001373483,0.05739104,0.001545192,0.089381,0.431391,0.03370528,0.0731962],"study_design_scores_gemma":[0.003199437,0.0008884507,0.2833146,0.0004245338,0.0002906321,0.0002048674,0.006204948,0.0003512889,0.01084625,0.1175631,0.5742867,0.002425225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9447587,0.001586907,0.0003988388,0.03526469,0.002424199,0.001109328,0.0001136206,0.0002967791,0.01404692],"genre_scores_gemma":[0.9586163,0.003810605,0.003636154,0.002315457,0.0008097788,0.0002448829,0.000258037,0.00008127266,0.03022756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5405814,"threshold_uncertainty_score":0.9995722,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2604683034","doi":"10.4000/dam.5893","title":"Huit objets de cuivre et de bronze du piémont pyrénéen oriental : analyse croisée typologique et métallique","year":2015,"lang":"fr","type":"article","venue":"Documents d Archéologie Méridionale","topic":"Archaeological and Geological Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carré Technologies (Canada); Musée de la Civilisation","funders":"École des Hautes Etudes en Sciences Sociales","keywords":"Humanities; Bronze; Art; Geography; Archaeology","authors":[{"name":"Jean Guilaine","is_ca":true},{"name":"Florence Cattin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09329224602638886,"gpt":0.3189497896976666,"spread":0.2256575436712777,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002386428,0.000723172,0.0008348352,0.0001448601,0.0008141045,0.0002233162,0.0009183036,0.0004299545,0.00395805],"category_scores_gemma":[0.001153351,0.0005602142,0.0004456796,0.0001551289,0.003248665,0.0005263952,0.002055438,0.001128029,0.0006774336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007250854,"about_ca_system_score_gemma":0.0007928117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009250503,"about_ca_topic_score_gemma":0.005038172,"domain_scores_codex":[0.9943554,0.001692809,0.0007637379,0.00092829,0.0005911932,0.001668549],"domain_scores_gemma":[0.9972138,0.001029562,0.0003026755,0.0004310234,0.0003052551,0.000717621],"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":[0.0003652661,0.001420351,0.2005322,0.00006767034,0.0005427057,0.0007552714,0.01841834,0.001116869,0.0000294838,0.7238703,0.05066057,0.002220968],"study_design_scores_gemma":[0.001335406,0.001492644,0.0450679,0.00009627446,0.0001198219,0.0001347579,0.007924066,0.0001571313,0.0000995005,0.2800796,0.6627161,0.0007767851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6994805,0.01208299,0.002230195,0.1128752,0.001628385,0.0009016868,0.0005790865,0.0004049493,0.169817],"genre_scores_gemma":[0.9348913,0.005617579,0.001968757,0.007407435,0.0009953241,0.0002375452,0.0002276029,0.00004367631,0.04861081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6120555,"threshold_uncertainty_score":0.9996849,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4295942428","doi":"10.4000/dam.6825","title":"Cozza Torta (Porto-Vecchio, Corse-du-Sud) : la céramique indigène du premier âge du Fer","year":2018,"lang":"fr","type":"article","venue":"Documents d Archéologie Méridionale","topic":"Maritime and Coastal Archaeology","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Cercle Finance du Québec","funders":"","keywords":"Art; Humanities","authors":[{"name":"Jean-Louis Milanini","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02726064205136898,"gpt":0.2406281964464007,"spread":0.2133675543950317,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.0009375389,0.0007712793,0.0007912148,0.0002754635,0.001345264,0.0003258298,0.001042232,0.0004062111,0.0503765],"category_scores_gemma":[0.0002018075,0.0007373599,0.0003790595,0.0001480919,0.004230492,0.0007468179,0.001821437,0.0007752621,0.002936438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002569991,"about_ca_system_score_gemma":0.0004861543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005022743,"about_ca_topic_score_gemma":0.004978381,"domain_scores_codex":[0.9952685,0.0006056986,0.0009631889,0.001069161,0.0006408397,0.001452594],"domain_scores_gemma":[0.9973748,0.0006252786,0.0003778074,0.0007554186,0.0004516308,0.000415059],"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":[0.0003819941,0.001346839,0.1011897,0.000179644,0.000616395,0.0007194016,0.01564755,0.000008514961,0.00008903148,0.7510946,0.1172296,0.01149675],"study_design_scores_gemma":[0.001308838,0.0009249887,0.008979883,0.0001537012,0.0001258115,0.0002861806,0.001141059,0.0001343069,0.0002917593,0.04368796,0.9421618,0.0008037359],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.518377,0.001308777,0.0002258939,0.01729157,0.005003149,0.000888293,0.0006113629,0.0002402593,0.4560537],"genre_scores_gemma":[0.831082,0.001643632,0.0002698403,0.001988349,0.005966988,0.0001731412,0.0004107767,0.00009677872,0.1583684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8249322,"threshold_uncertainty_score":0.9999548,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3135230538","doi":"10.4000/dam.5189","title":"Occupations de hauteur et sites fortifiés dans le Jura méridional et les Alpes françaises du Nord (âge du Bronze / Premier âge du Fer)","year":2017,"lang":"fr","type":"article","venue":"Documents d Archéologie Méridionale","topic":"Archaeology and ancient environmental studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Domtar (Canada)","funders":"","keywords":"Humanities; Art; Geography","authors":[{"name":"Jean-Michel Treffort","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05605860761327149,"gpt":0.2753444145942193,"spread":0.2192858069809479,"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":[0.001195201,0.0005819664,0.0005522309,0.0001179487,0.004846202,0.0002257809,0.001230523,0.0002814059,0.003240642],"category_scores_gemma":[0.0004485123,0.0005351019,0.0003198092,0.0000996544,0.003610275,0.001450735,0.0009578266,0.0006182526,0.0007048065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006701411,"about_ca_system_score_gemma":0.0003028025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00735918,"about_ca_topic_score_gemma":0.01349316,"domain_scores_codex":[0.9963124,0.0004889308,0.0005909501,0.0008923697,0.0005967317,0.001118584],"domain_scores_gemma":[0.997871,0.0007161377,0.0004318238,0.0006002694,0.00005762307,0.0003231555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001329881,0.0004311291,0.9587458,0.00004722997,0.0002205343,0.0001435657,0.002409186,0.002752323,0.0001447277,0.01346552,0.01710574,0.004401201],"study_design_scores_gemma":[0.0007855672,0.0002352435,0.8464132,0.0000789546,0.0000678218,0.0001118612,0.0007070311,0.0008502344,0.0003769168,0.007179332,0.1426894,0.0005043965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.929366,0.005317078,0.002180243,0.0431446,0.00143297,0.000506054,0.001517992,0.0000887874,0.01644627],"genre_scores_gemma":[0.9731813,0.008038816,0.002953022,0.001228756,0.0004796073,0.00005569582,0.00110179,0.00002432157,0.01293668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1255837,"threshold_uncertainty_score":0.99971,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4233203303","doi":"10.4000/dam.2610","title":"Huit objets de cuivre et de bronze du piémont pyrénéen oriental : analyse croisée typologique et métallique","year":2015,"lang":"fr","type":"article","venue":"Documents d Archéologie Méridionale","topic":"Archaeological and Geological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Carré Technologies (Canada); Musée de la Civilisation","funders":"École des Hautes Etudes en Sciences Sociales","keywords":"Art","authors":[{"name":"Jean GUILAINE","is_ca":true},{"name":"Florence Cattin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09329224602638886,"gpt":0.3189497896976666,"spread":0.2256575436712777,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002386428,0.000723172,0.0008348352,0.0001448601,0.0008141045,0.0002233162,0.0009183036,0.0004299545,0.00395805],"category_scores_gemma":[0.001153351,0.0005602142,0.0004456796,0.0001551289,0.003248665,0.0005263952,0.002055438,0.001128029,0.0006774336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007250854,"about_ca_system_score_gemma":0.0007928117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009250503,"about_ca_topic_score_gemma":0.005038172,"domain_scores_codex":[0.9943554,0.001692809,0.0007637379,0.00092829,0.0005911932,0.001668549],"domain_scores_gemma":[0.9972138,0.001029562,0.0003026755,0.0004310234,0.0003052551,0.000717621],"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":[0.0003652661,0.001420351,0.2005322,0.00006767034,0.0005427057,0.0007552714,0.01841834,0.001116869,0.0000294838,0.7238703,0.05066057,0.002220968],"study_design_scores_gemma":[0.001335406,0.001492644,0.0450679,0.00009627446,0.0001198219,0.0001347579,0.007924066,0.0001571313,0.0000995005,0.2800796,0.6627161,0.0007767851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6994805,0.01208299,0.002230195,0.1128752,0.001628385,0.0009016868,0.0005790865,0.0004049493,0.169817],"genre_scores_gemma":[0.9348913,0.005617579,0.001968757,0.007407435,0.0009953241,0.0002375452,0.0002276029,0.00004367631,0.04861081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6120555,"threshold_uncertainty_score":0.9996849,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}