{"meta":{"query_hash":"649bc8502f07","filters":{"venue":"J3eA"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/649bc8502f07","api":"https://metacan.xera.ac/api/v1/cohort?venue=J3eA"},"results":[{"id":"W2061463907","doi":"10.1051/j3ea:2008028","title":"L'apprentissage par problèmes et par projets pour le développement des compétences professionnelles de l'ingénieur : l'exemple des programmes de génie électrique et de génie informatique de l'Université de Sherbrooke","year":2008,"lang":"fr","type":"article","venue":"J3eA","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","score_opus":0.018222059955151734,"score_gpt":0.2552721130719204,"score_spread":0.23705005311676863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061463907","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":[0.85761404,0.0031224512,0.13223583,0.003284147,0.00021500519,0.0008969153,0.000014350744,0.0005636574,0.0020536012],"genre_scores_gemma":[0.66712844,0.003971266,0.3266817,0.00023501474,0.00007502439,0.00029841374,0.000044147702,0.00008017123,0.0014858253],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99683154,0.00034016167,0.0005895515,0.0003671834,0.0002972722,0.0015742652],"domain_scores_gemma":[0.9986962,0.00016336127,0.00017450385,0.0002918315,0.0001427003,0.00053137814],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011219071,0.00055981684,0.0004262185,0.00022207444,0.00071846455,0.00015075011,0.0004904229,0.0003698271,0.00019611503],"category_scores_gemma":[0.00018534623,0.0006015665,0.00016908752,0.0004834311,0.0002184671,0.00046304587,0.00019158464,0.0006567778,0.00004705943],"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":[0.000058201527,0.0013404791,0.49870792,0.0043747695,0.00046639866,0.0002131999,0.30422667,0.075790726,0.014104222,0.00154729,0.08138086,0.01778928],"study_design_scores_gemma":[0.0021185926,0.00024753402,0.7294215,0.003512848,0.00013878831,0.0012815001,0.017249012,0.03775815,0.17086263,0.006731198,0.028794285,0.0018839944],"about_ca_topic_score_codex":0.0014768187,"about_ca_topic_score_gemma":0.0016251382,"teacher_disagreement_score":0.28697765,"about_ca_system_score_codex":0.0029484439,"about_ca_system_score_gemma":0.0034531401,"threshold_uncertainty_score":0.99964356},"labels":[],"label_agreement":null},{"id":"W2156594852","doi":"10.1051/bib-j3ea:2004615","title":"Fusion multi capteurs dans un capteur de chute : conception et résultats","year":2004,"lang":"fr","type":"article","venue":"J3eA","topic":"Balance, Gait, and Falls Prevention","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Physics; Humanities; Philosophy","score_opus":0.03523842102566112,"score_gpt":0.35989845418972577,"score_spread":0.32466003316406467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156594852","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":[0.9304896,0.004269136,0.03291104,0.013269272,0.0061116163,0.0014040953,0.00021762334,0.00028564033,0.01104197],"genre_scores_gemma":[0.9600888,0.003861829,0.0073852236,0.0031169048,0.0010501186,0.0000933145,0.00023418128,0.00008152215,0.024088101],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99621,0.0011692776,0.00071962894,0.0005524724,0.00033094457,0.0010177264],"domain_scores_gemma":[0.9984028,0.00016302773,0.0004109933,0.00044902327,0.00018749395,0.0003866983],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012219271,0.00036042708,0.00039651178,0.000097863805,0.0007114963,0.000031624662,0.00025514318,0.0008601854,0.00019175484],"category_scores_gemma":[0.00019795388,0.00038130226,0.00019989305,0.0003095138,0.00020862164,0.000392325,0.00013610967,0.0013220055,0.0020223798],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005520021,0.009791215,0.061912604,0.0028554886,0.00042247033,0.0005320086,0.23910819,0.00094776775,0.41076314,0.07581402,0.035336018,0.16196507],"study_design_scores_gemma":[0.009640217,0.00029880158,0.920624,0.0020328164,0.0002348331,0.000049467508,0.008393417,0.0016312435,0.00030142476,0.0088957315,0.047193173,0.0007048808],"about_ca_topic_score_codex":0.00564045,"about_ca_topic_score_gemma":0.0040528835,"teacher_disagreement_score":0.85871136,"about_ca_system_score_codex":0.0007133615,"about_ca_system_score_gemma":0.0005339274,"threshold_uncertainty_score":0.99986386},"labels":[],"label_agreement":null},{"id":"W4312947484","doi":"10.1051/j3ea/20222001","title":"EDITORIAL du Numero special J3EA dedie aux CETSIS 2021 : Colloque de l’Enseignement des Technologies et des Sciences de l’Information et des Systèmes","year":2022,"lang":"fr","type":"article","venue":"J3eA","topic":"Data Analysis with R","field":"Computer Science","cited_by":1,"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":"Université Polytechnique Hauts-de-France; Université de Reims Champagne-Ardenne; Université de Lyon; Région Hauts-de-France; Université de Bordeaux; Université du Maine; Université de Toulouse; Université de Bourgogne; École Normale Supérieure; Université de Montpellier; Université de Lorraine; Indian National Science Academy; Université de Poitiers; Université de Nantes; Université Pierre et Marie Curie; Université du Québec à Trois-Rivières","keywords":"Medicine","score_opus":0.034369585613778696,"score_gpt":0.29376147959986076,"score_spread":0.2593918939860821,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312947484","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2474219,0.008986032,0.5279153,0.027765915,0.14448519,0.0020842552,0.0013369751,0.0016156754,0.03838872],"genre_scores_gemma":[0.72430706,0.004279943,0.22670372,0.0013359998,0.041347742,0.00073872466,0.0001842418,0.00006629745,0.0010362982],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9950607,0.0007727357,0.00075444765,0.0006543984,0.0015241948,0.0012335369],"domain_scores_gemma":[0.9976669,0.00045095815,0.00046563955,0.0006933414,0.0005436613,0.00017951247],"candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0045720167,0.0004218192,0.00048158874,0.00060036464,0.0038580308,0.0019131341,0.002538642,0.00022661997,0.0004882995],"category_scores_gemma":[0.0021236998,0.00043359163,0.00022923715,0.0027827322,0.0025952905,0.004538835,0.0024817123,0.0005833588,0.00013517584],"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":[0.0000662753,0.00044498377,0.009782603,0.00023123277,0.0002465145,0.000082479855,0.032066293,0.0122790225,0.00029308986,0.10919937,0.6935495,0.14175862],"study_design_scores_gemma":[0.0013520473,0.001355193,0.007248143,0.0003385751,0.00033391072,0.00026916733,0.03478262,0.053211585,0.0028927468,0.14422034,0.7527147,0.0012809463],"about_ca_topic_score_codex":0.0027855965,"about_ca_topic_score_gemma":0.0028395904,"teacher_disagreement_score":0.47688514,"about_ca_system_score_codex":0.0027678949,"about_ca_system_score_gemma":0.003089351,"threshold_uncertainty_score":0.9998116},"labels":[],"label_agreement":null}]}