{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":20,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":20,"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":"50bd5ed62479","filters":{"venue":"Collection numérique (UQTR)"}},"results":[{"id":"W6957516839","doi":"10.60662/bvym-ns41","title":"Multi-Layered Costmap-based Navigation of Heterogenous Mobile Robots for Material Handling Application","year":2023,"lang":"en","type":"article","venue":"Collection numérique (UQTR)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Mobile robot; Material handling; Robot; Control (management); Key (lock); Field (mathematics); Control system","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01721075242525337,"gpt":0.2586247428811845,"spread":0.2414139904559311,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001480001,0.000130951,0.0001788215,0.0001371885,0.0001439293,0.00004242916,0.00008286479,0.000124384,0.000005379832],"category_scores_gemma":[0.00001634157,0.0001499122,0.00007244328,0.0006161349,0.000017526,0.0001034142,0.00001118042,0.00006134049,0.00001026536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331707,"about_ca_system_score_gemma":0.00003039814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004241102,"about_ca_topic_score_gemma":0.00008796593,"domain_scores_codex":[0.9991797,0.00002077886,0.0003016071,0.0001814354,0.00009978109,0.0002167162],"domain_scores_gemma":[0.9995298,0.0000491435,0.00007364347,0.0001725393,0.0001231536,0.00005176636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004724196,0.00004703594,0.0005384471,0.0001167469,0.00001834484,5.295857e-7,0.0001863332,0.4614612,0.5365043,0.00001120132,0.0001785048,0.0008901418],"study_design_scores_gemma":[0.0006335649,0.00007453937,0.0005874836,0.00002067361,0.000004899898,0.000001659692,0.00007294753,0.6915084,0.3066663,0.00004738312,0.0002700915,0.0001121474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7336846,0.00002356186,0.2646104,0.00001201972,0.0004186603,0.0007616119,0.00005420273,0.0004237219,0.00001129774],"genre_scores_gemma":[0.9960647,0.00001605984,0.002421488,0.000008904338,0.0001001259,0.001048071,0.0002429513,0.00004727136,0.00005038935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2623802,"threshold_uncertainty_score":0.6113243,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6920083197","doi":"10.60662/ez8k-3t07","title":"Moyens collaboratifs en transport routier : revue de littérature et illustration pour le secteur forestier","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Forest Biomass Utilization and Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Work (physics); Data collection; Energy expenditure","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01126534997569302,"gpt":0.2246519432434617,"spread":0.2133865932677687,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006141644,0.0004003175,0.0003320268,0.0005028608,0.0003053162,0.0001709362,0.0001879724,0.0006402969,0.0003152208],"category_scores_gemma":[0.0001307987,0.0005111936,0.0001653014,0.00422724,0.00006085412,0.0004500142,0.0000366258,0.0004699945,0.0002078197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007413146,"about_ca_system_score_gemma":0.0006319167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004204732,"about_ca_topic_score_gemma":0.0172714,"domain_scores_codex":[0.9978589,0.000257629,0.000526419,0.0004842214,0.0002543909,0.0006184045],"domain_scores_gemma":[0.9989492,0.00007874736,0.0001122783,0.0003668324,0.0002703523,0.0002225381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001000756,0.000223528,0.005489472,0.001178774,0.000277605,0.0001912678,0.01359425,0.4015814,0.004194335,0.08995079,0.4818294,0.001389086],"study_design_scores_gemma":[0.001604285,0.0001809099,0.05655903,0.0003761847,0.00006507184,0.00007428956,0.004833115,0.2686209,0.003155728,0.004145902,0.6595814,0.0008031944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1793407,0.003367835,0.5401251,0.09450442,0.01422271,0.004439893,0.0006116642,0.004612605,0.158775],"genre_scores_gemma":[0.6345,0.002176248,0.002768066,0.0003300371,0.0007962562,0.0002855798,0.0006242223,0.0001557675,0.3583638],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.537357,"threshold_uncertainty_score":0.999734,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6938737556","doi":"10.60662/5gvg-ds02","title":"Fuel consumption prediction models for different types of bulk carriers based on historical voyages, meteorological data and vessel characteristics","year":2023,"lang":"en","type":"article","venue":"Collection numérique (UQTR)","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal; Université du Québec à Trois-Rivières; HEC Montréal; Université Laval","funders":"","keywords":"Fuel efficiency; Predictive modelling; Mathematical model; Energy consumption; Model validation; Consumption (sociology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03874391512537916,"gpt":0.2465023658382189,"spread":0.2077584507128398,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003028681,0.0001293238,0.0001995255,0.00009004994,0.0002064476,0.00001530948,0.0001484915,0.0001348859,0.0003378557],"category_scores_gemma":[0.0001018722,0.0001112132,0.00004027276,0.0002757955,0.00009290373,0.0001012833,0.00005889944,0.0001128832,0.000005780772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002260388,"about_ca_system_score_gemma":0.00001887886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006221936,"about_ca_topic_score_gemma":0.00001925084,"domain_scores_codex":[0.9988899,0.00004942052,0.0002613201,0.0003988993,0.0002169643,0.000183454],"domain_scores_gemma":[0.9993398,0.0001509052,0.00008883046,0.0002898127,0.00001836764,0.0001123064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004390941,0.003329002,0.4508461,0.001532219,0.0001707973,0.00003722083,0.003399023,0.1398476,0.04917714,0.0009528128,0.3222899,0.02402714],"study_design_scores_gemma":[0.0005385075,0.0003761716,0.08653321,0.00002554451,0.00002358482,0.000002332561,0.00003306638,0.9008419,0.0001817125,0.0005243095,0.0107814,0.0001382379],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.887444,0.00009211819,0.1065664,0.0009035832,0.0008228635,0.001047483,0.0008822952,0.0002707598,0.001970455],"genre_scores_gemma":[0.997496,0.000259206,0.0003154686,0.0000377929,0.00003635568,0.00006545726,0.0003191916,0.00001320348,0.001457301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7609943,"threshold_uncertainty_score":0.4535142,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6976650122","doi":"10.60662/zq7b-5w36","title":"Optimisation d’une politique de garantie combinée utilisant des produits remanufacturés","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Dalhousie University","funders":"","keywords":"Production (economics); Government (linguistics); Context (archaeology); Productivity; Order (exchange)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01498559921506856,"gpt":0.2354227697565784,"spread":0.2204371705415098,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004001221,0.0003213245,0.0002625571,0.00008104191,0.0004519049,0.00009501393,0.0002340246,0.0003862258,0.002238068],"category_scores_gemma":[0.0002457613,0.0003845149,0.0001478225,0.001512827,0.0003587024,0.0003295418,0.0001301546,0.0004602913,0.0005150235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252013,"about_ca_system_score_gemma":0.00008197051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00141414,"about_ca_topic_score_gemma":0.0002075201,"domain_scores_codex":[0.9978876,0.0000856859,0.000380624,0.0005557624,0.0002988628,0.000791431],"domain_scores_gemma":[0.999086,0.0001270961,0.0001047754,0.0003336383,0.00003408177,0.0003144545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001277234,0.0004464893,0.00372984,0.001073269,0.00009243078,0.0001179644,0.009555842,0.09346597,0.7980956,0.0006879139,0.08576672,0.006840247],"study_design_scores_gemma":[0.0006459394,0.00008616106,0.01104208,0.0002984577,0.00002046866,0.0002002196,0.001282261,0.05659602,0.8899341,0.006506492,0.03283551,0.0005522976],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500939,0.0004480862,0.004786692,0.006408611,0.0009445744,0.0004979725,0.00003297657,0.0005494104,0.03623775],"genre_scores_gemma":[0.9404019,0.00160178,0.0006744605,0.0001040579,0.0002918425,0.00009148645,0.00004895407,0.00005378818,0.05673171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0918385,"threshold_uncertainty_score":0.9998607,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6920326651","doi":"10.60662/fz7x-4358","title":"État de l'art et défis des outils d'évaluation de la performance en santé et sécurité au travail","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Context (archaeology); Work (physics); Identification (biology); Data collection","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0585142253329742,"gpt":0.4443695214379283,"spread":0.3858552961049542,"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":[0.02005184,0.0003493961,0.0004298625,0.0006381834,0.002309931,0.00009444737,0.0002692035,0.00106982,0.00189825],"category_scores_gemma":[0.004388297,0.0003933668,0.0001667745,0.002524576,0.0003387578,0.0005709301,0.0001356364,0.002256487,0.002858828],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002946442,"about_ca_system_score_gemma":0.01069978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00189455,"about_ca_topic_score_gemma":0.006317069,"domain_scores_codex":[0.9823614,0.01379465,0.0008821524,0.0005456092,0.0007539503,0.001662232],"domain_scores_gemma":[0.989866,0.008270082,0.0002380596,0.0003756354,0.0005729382,0.0006772702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001518841,0.000563788,0.4411651,0.004577166,0.0001023102,0.00003922379,0.1266995,0.003531316,0.0006077393,0.00452896,0.326933,0.08973303],"study_design_scores_gemma":[0.001555942,0.0004961976,0.7965751,0.0009084173,0.00001728182,0.00005569491,0.005841387,0.05161384,0.0002197258,0.005681227,0.1367066,0.00032859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8731054,0.00155944,0.007743071,0.03263413,0.002575785,0.002592282,0.000171633,0.0004562747,0.07916199],"genre_scores_gemma":[0.7437102,0.03333671,0.001925943,0.002041412,0.001215051,0.001074916,0.0002839434,0.0001209259,0.216291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.35541,"threshold_uncertainty_score":0.9998518,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6938916457","doi":"10.60662/atxx-kx79","title":"Identification des informations contextuelles pertinentes à un jumeau numérique d’entreposage","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Identification (biology); Feature (linguistics); Matching (statistics); Component (thermodynamics); Term (time)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1216100696889045,"gpt":0.2947356640201924,"spread":0.1731255943312879,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005432218,0.000466678,0.0003834059,0.0005438905,0.001643488,0.003914226,0.0005782731,0.0003175391,0.0002724442],"category_scores_gemma":[0.0009085697,0.0004387478,0.0003101807,0.004436719,0.0003721568,0.007299019,0.0003276072,0.0003663305,0.002084391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004208269,"about_ca_system_score_gemma":0.0003319636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293767,"about_ca_topic_score_gemma":0.002314414,"domain_scores_codex":[0.9967117,0.0002521301,0.001056275,0.0006391298,0.0005192453,0.0008215199],"domain_scores_gemma":[0.9970407,0.0003029063,0.0004697172,0.0006807541,0.001075792,0.0004300899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001218867,0.001054574,0.002295959,0.0007057784,0.000411259,0.0002692184,0.2105138,0.004229239,0.02083175,0.216222,0.5022759,0.04106857],"study_design_scores_gemma":[0.002594744,0.0007217323,0.04810663,0.00117266,0.00004571402,0.00165959,0.02669916,0.2613094,0.06021402,0.0981808,0.4970686,0.002226892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4964222,0.009955544,0.2261271,0.05882236,0.01318816,0.0031795,0.000207119,0.003831014,0.188267],"genre_scores_gemma":[0.7370476,0.001761251,0.0002745404,0.000362114,0.0003074496,0.0001193648,0.0000973757,0.00003553417,0.2599948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2570802,"threshold_uncertainty_score":0.9998064,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6901459112","doi":"10.60662/n38s-k451","title":"Cadre conceptuel en conception d’un modèle circulaire dans le domaine de la gestion des matières résiduelles : Cas des balayures de rues","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Process (computing); Context (archaeology); Identification (biology); Field (mathematics); Work (physics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.009937231627195824,"gpt":0.2325198922403848,"spread":0.222582660613189,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001084591,0.0004925204,0.0004501255,0.0002955027,0.001504788,0.0003166839,0.0002409479,0.0008656656,0.0003829731],"category_scores_gemma":[0.0006583186,0.0005852635,0.0002364721,0.001383963,0.001271123,0.0007247019,0.00008672121,0.0006990272,0.00002925134],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004939886,"about_ca_system_score_gemma":0.0006642112,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007215893,"about_ca_topic_score_gemma":0.00674387,"domain_scores_codex":[0.9964861,0.001274715,0.0005359767,0.0005149916,0.0002706688,0.0009175627],"domain_scores_gemma":[0.9982705,0.0007090026,0.0001152627,0.0003608598,0.0002757557,0.0002686071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001427035,0.0002611956,0.09593193,0.002468788,0.0004452707,0.0002085202,0.1404127,0.6135074,0.07899283,0.03209681,0.02013169,0.01540015],"study_design_scores_gemma":[0.00156269,0.000254346,0.3849782,0.0004162597,0.00008563793,0.0007244581,0.06742885,0.1426244,0.03985364,0.3549084,0.006263828,0.0008992577],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7212321,0.002499964,0.2676235,0.00136547,0.000560582,0.000486807,0.00003147083,0.00078003,0.005420008],"genre_scores_gemma":[0.9851978,0.002008625,0.004623865,0.00003874577,0.0005875623,0.0002097307,0.00006500892,0.0001191974,0.007149494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.470883,"threshold_uncertainty_score":0.9997951,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6957446868","doi":"10.60662/t11a-7b02","title":"Strategizing Industry 4.0 : a systematic review","year":2023,"lang":"en","type":"article","venue":"Collection numérique (UQTR)","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Key (lock); Context (archaeology); Perspective (graphical); Government (linguistics); Work (physics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02183365436044411,"gpt":0.2454699204858677,"spread":0.2236362661254236,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003449405,0.0002014546,0.0003669329,0.0002666491,0.0001217036,0.0001330932,0.0001714717,0.0003205946,0.0001661686],"category_scores_gemma":[0.0001184716,0.0002100744,0.00009965393,0.002313727,0.00002070231,0.0004968191,0.00001590009,0.0005959942,0.0006242278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001860222,"about_ca_system_score_gemma":0.00005809643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000339813,"about_ca_topic_score_gemma":0.000008715645,"domain_scores_codex":[0.998682,0.00005271466,0.0005569552,0.0001610972,0.00024717,0.0003000671],"domain_scores_gemma":[0.9993793,0.00008274006,0.00006284186,0.0002811934,0.00008098855,0.0001128857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006383325,0.00004990985,0.0001602649,0.6358492,0.000314794,0.00005332168,0.001714215,0.02291953,0.0004217673,0.002286284,0.336007,0.0002172768],"study_design_scores_gemma":[0.003697709,0.0004264667,0.001256893,0.741406,0.0005191148,0.001413191,0.03251443,0.1472606,0.01228697,0.006794048,0.04642238,0.006002142],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0406381,0.008489597,0.007154461,0.00175091,0.00417375,0.005602763,0.00005559191,0.01333275,0.9188021],"genre_scores_gemma":[0.9806321,0.003440806,0.00004690223,0.0002990721,0.0001827437,0.001134417,0.0000531419,0.0001196019,0.0140912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.939994,"threshold_uncertainty_score":0.8566586,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6938921224","doi":"10.60662/5k25-7r86","title":"Transition vers le port intelligent : synthèse des approches méthodologiques","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Maritime Ports and Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Port (circuit theory); Set (abstract data type); Work (physics); Focus (optics); Context (archaeology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04379876857035735,"gpt":0.2581726177120039,"spread":0.2143738491416466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001015696,0.0003686148,0.0003983793,0.0003889587,0.0004391061,0.0001478652,0.0001551789,0.0005064289,0.0007389376],"category_scores_gemma":[0.0003781811,0.0004478466,0.0002155109,0.001336454,0.0003064148,0.0002745551,0.00004371156,0.0004851977,0.0002459414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000515996,"about_ca_system_score_gemma":0.0002314005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652682,"about_ca_topic_score_gemma":0.001061104,"domain_scores_codex":[0.9979104,0.0002689768,0.0005388432,0.0004444279,0.0002156667,0.0006216202],"domain_scores_gemma":[0.9989302,0.0003101095,0.00008899467,0.0002825635,0.0001828701,0.0002052589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004152489,0.001017739,0.001562139,0.006098994,0.0009934832,0.001014241,0.04965489,0.3360174,0.004780382,0.05813021,0.3982024,0.1421129],"study_design_scores_gemma":[0.001255415,0.0009144585,0.007168402,0.001247528,0.0001934482,0.000574043,0.02598444,0.3360682,0.04884594,0.08313896,0.492168,0.002441193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02260358,0.004134645,0.920482,0.003261496,0.00418625,0.000792308,0.00007554806,0.002054268,0.04240989],"genre_scores_gemma":[0.9192806,0.01386695,0.01208835,0.0001326459,0.001023299,0.0002820169,0.000224602,0.0001804457,0.05292113],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9083937,"threshold_uncertainty_score":0.9997973,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6901360090","doi":"10.60662/tja0-5g39","title":"Analyse économique d'un réseau de transport de conteneurs","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Work (physics); Process (computing); Measure (data warehouse); Field (mathematics); Context (archaeology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.03243459606588929,"gpt":0.2198575378063022,"spread":0.1874229417404129,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005775272,0.0004725446,0.000560483,0.0005223098,0.0002975685,0.00007622312,0.000277219,0.0006839403,0.0008132927],"category_scores_gemma":[0.00007425804,0.0006107364,0.0003973557,0.002008891,0.0001827357,0.0002111354,0.00001357311,0.0007525276,0.0003186487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001310072,"about_ca_system_score_gemma":0.0005486454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003247258,"about_ca_topic_score_gemma":0.008820377,"domain_scores_codex":[0.9974949,0.0001401765,0.0006619366,0.0005042065,0.0001354761,0.001063354],"domain_scores_gemma":[0.9986826,0.0001777582,0.00009389842,0.0004181464,0.0001358877,0.0004916977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003604742,0.0006240508,0.3308614,0.001609104,0.001881188,0.002834786,0.01576478,0.4745083,0.01822978,0.02776358,0.1196557,0.005906824],"study_design_scores_gemma":[0.003629903,0.000489828,0.2879575,0.0004260071,0.0005043356,0.0004987978,0.002597525,0.3838233,0.02915728,0.01935514,0.2694416,0.002118826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.476477,0.003683476,0.4805245,0.005876203,0.005680618,0.0008830759,0.0003243245,0.002405585,0.02414519],"genre_scores_gemma":[0.9518628,0.005173193,0.002705615,0.0002631346,0.0007997702,0.0001475939,0.0001322263,0.0001734096,0.03874233],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4778189,"threshold_uncertainty_score":0.9996344,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6938746783","doi":"10.60662/285p-mq18","title":"Outil d’auto-évaluation de la maturité des systèmes de mesure de performance pour les PME manufacturières","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Measure (data warehouse); Work (physics); Process (computing); Context (archaeology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02472128238263404,"gpt":0.2621995766824449,"spread":0.2374782942998109,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004673884,0.0004235471,0.0003796491,0.0007391,0.001407931,0.001103268,0.0003596341,0.0004922452,0.001057379],"category_scores_gemma":[0.0006006167,0.0004839175,0.0002222725,0.0015374,0.0002441808,0.001260488,0.0002210237,0.0005331924,0.0006818082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008010304,"about_ca_system_score_gemma":0.0003274708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002418311,"about_ca_topic_score_gemma":0.001049992,"domain_scores_codex":[0.9969237,0.0006027498,0.0005352907,0.0005062329,0.0004610528,0.0009710157],"domain_scores_gemma":[0.9986873,0.000370391,0.0002862041,0.000328749,0.0002610706,0.00006631208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004644742,0.0006849865,0.2609258,0.01379498,0.000595462,0.000209825,0.0135611,0.046223,0.001173941,0.01458096,0.5600086,0.08777682],"study_design_scores_gemma":[0.001185831,0.00005031016,0.4615595,0.0009696945,0.0001598207,0.00005354796,0.008127884,0.2428765,0.001431643,0.0380762,0.2448061,0.0007028743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377283,0.002668379,0.01426497,0.01365915,0.00133096,0.0008135626,0.00001549885,0.0008445464,0.02867462],"genre_scores_gemma":[0.8972507,0.002553005,0.0009241548,0.00073133,0.001429031,0.000214375,0.00006963255,0.00008285618,0.09674492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3152025,"threshold_uncertainty_score":0.9999337,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6957768948","doi":"10.60662/vzgb-4g98","title":"Exploration des processus pour l'évaluation des pertes de cadence","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Sensory Analysis and Statistical Methods","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Work (physics); Context (archaeology); Set (abstract data type); Term (time)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.1450023152300044,"gpt":0.3426151332323,"spread":0.1976128180022956,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001437581,0.0002280604,0.0002758497,0.0000888792,0.001304714,0.0002714412,0.0001669487,0.0002698844,0.001800885],"category_scores_gemma":[0.00273601,0.0001335933,0.0001508481,0.003284628,0.0003443501,0.000532318,0.00003982769,0.0002146108,0.0003298431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002583661,"about_ca_system_score_gemma":0.0001014603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005686,"about_ca_topic_score_gemma":0.003338306,"domain_scores_codex":[0.9972116,0.001096881,0.0003868088,0.0004735445,0.0003087854,0.0005224088],"domain_scores_gemma":[0.9980273,0.001057306,0.0001438473,0.00007340931,0.0004977954,0.0002003474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001686685,0.0004119788,0.01755014,0.0003131451,0.0001229474,0.00005038054,0.01460402,0.006306015,0.1583275,0.006496699,0.02489101,0.7707575],"study_design_scores_gemma":[0.0004141236,0.0009040782,0.2235811,0.0003684396,0.0001163142,0.00008295726,0.02744159,0.2256811,0.02084896,0.4870939,0.01272954,0.0007379014],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9131856,0.002260593,0.06732915,0.01260853,0.0007055107,0.0004292977,0.00003553597,0.0002954389,0.003150339],"genre_scores_gemma":[0.844183,0.004128148,0.01236503,0.0002338246,0.001108758,0.0001885638,0.00007656284,0.000008349061,0.1377077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7700196,"threshold_uncertainty_score":0.9999955,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6957645729","doi":"10.60662/wdjj-m048","title":"Surgical Duration Prediction by Developing a Hybrid Model (Using Machine Learning Techniques)","year":2023,"lang":"en","type":"article","venue":"Collection numérique (UQTR)","topic":"Education, Healthcare and Sociology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Duration (music); Artificial neural network; Key (lock); Stability (learning theory); Feature (linguistics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0765981027597292,"gpt":0.4110851615723399,"spread":0.3344870588126108,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001408364,0.0001798345,0.0002309826,0.000483794,0.001032688,0.00005081974,0.0001268972,0.0003455416,0.0002670937],"category_scores_gemma":[0.000188922,0.0002012066,0.00007673386,0.001279619,0.00008731386,0.000180295,0.00004587047,0.0007431222,0.000101922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005331485,"about_ca_system_score_gemma":0.000434167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000691935,"about_ca_topic_score_gemma":0.0001411556,"domain_scores_codex":[0.9975512,0.0007378022,0.0004735849,0.0004994588,0.0002409286,0.0004970112],"domain_scores_gemma":[0.9989918,0.0002352352,0.0001518043,0.0002147273,0.0002836479,0.00012276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001345668,0.0008958554,0.3466656,0.0004836772,0.0006148879,0.0002091462,0.07742404,0.004297406,0.03046706,0.01181962,0.5119492,0.0138278],"study_design_scores_gemma":[0.003638167,0.001231445,0.01301922,0.000290769,0.00004722046,0.001482146,0.01952362,0.695864,0.01722898,0.0140841,0.2318291,0.00176116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9564578,0.0003333223,0.0295101,0.005641924,0.00106139,0.0008185963,0.00003309645,0.001274506,0.004869286],"genre_scores_gemma":[0.966425,0.0007149382,0.0009406254,0.0001619686,0.0004049407,0.0005340051,0.0005263695,0.00006547816,0.03022669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6915666,"threshold_uncertainty_score":0.8204966,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6976713221","doi":"10.60662/11pj-nt47","title":"Using visibility to improve the coordination of a log yard network","year":2023,"lang":"en","type":"article","venue":"Collection numérique (UQTR)","topic":"Advanced Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Visibility; Yard; Matching (statistics); Key (lock); Field (mathematics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.0195983187396625,"gpt":0.2665933045494311,"spread":0.2469949858097686,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003123789,0.0001351873,0.0001896363,0.0001272545,0.0001599443,0.00002313129,0.0001710723,0.0001426767,0.00001348536],"category_scores_gemma":[0.0003272571,0.0001181575,0.00006279888,0.002710043,0.00006421686,0.0001003374,0.00009533315,0.0002229993,0.00002212936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002153801,"about_ca_system_score_gemma":0.00002009779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001272993,"about_ca_topic_score_gemma":0.00008787698,"domain_scores_codex":[0.9990466,0.00003529104,0.0002699239,0.0002075993,0.0001342394,0.0003063338],"domain_scores_gemma":[0.9992476,0.0002086579,0.0000466948,0.000345875,0.000109651,0.00004153753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002356231,0.00001067047,0.0004822797,0.00003961138,0.00002726606,0.000001391085,0.0002089814,0.9714815,0.01263015,0.0009915106,0.01013656,0.003966519],"study_design_scores_gemma":[0.0002862706,0.0001368564,0.003401506,0.00006101635,0.000009525274,0.000005057354,0.0006330276,0.9597822,0.009964149,0.02094123,0.00450561,0.0002735869],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5317541,0.000136363,0.4603753,0.0007593616,0.001424606,0.0009997532,0.000007348118,0.002250353,0.002292852],"genre_scores_gemma":[0.990449,0.00004257718,0.00877906,0.00003066898,0.0001728373,0.00009467375,0.00000288378,0.00003508911,0.0003932586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4586949,"threshold_uncertainty_score":0.4818323,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6938952530","doi":"10.60662/6cgg-fr73","title":"Chaîne de valeur pour la fabrication de murs-rideaux intelligents intégrant l’aluminium : Une revue de la littérature","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"","keywords":"Process (computing); Work (physics); Context (archaeology); Value (mathematics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.007458443505323982,"gpt":0.2374653622144992,"spread":0.2300069187091752,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008025674,0.0004038052,0.00035631,0.0004433682,0.0003081209,0.0002319024,0.000323544,0.0007616619,0.0001551756],"category_scores_gemma":[0.0002829449,0.000510281,0.0002504193,0.002609591,0.0001074541,0.0001453926,0.00009534202,0.001040728,0.0001456823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067917,"about_ca_system_score_gemma":0.0003251424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009251431,"about_ca_topic_score_gemma":0.0004939449,"domain_scores_codex":[0.9975573,0.000592773,0.0004346672,0.0004655793,0.0001978711,0.000751776],"domain_scores_gemma":[0.9986385,0.0003617082,0.0001195006,0.0004344516,0.0001644799,0.0002814343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004482405,0.0005650456,0.01902215,0.003137503,0.0009245311,0.0009277279,0.05093673,0.2091237,0.3476912,0.01724021,0.2679999,0.08198304],"study_design_scores_gemma":[0.001351161,0.0001846692,0.0739793,0.0009495134,0.000158939,0.002116906,0.003707001,0.3208209,0.1285221,0.02394432,0.4429911,0.001274041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4946869,0.0130158,0.4106451,0.01545757,0.006346757,0.001314742,0.0001289723,0.002225093,0.05617912],"genre_scores_gemma":[0.9390846,0.007175086,0.003214658,0.0001262688,0.001881248,0.0001415413,0.0001200656,0.0001635856,0.04809293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4443977,"threshold_uncertainty_score":0.9997349,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6976564037","doi":"10.60662/cncz-7372","title":"L’accès à la technologie moderne pour les PME manufacturières","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Carcinogens and Genotoxicity Assessment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Context (archaeology); Work (physics); Production (economics); Government (linguistics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.021300509128998,"gpt":0.2748147460787742,"spread":0.2535142369497762,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003741512,0.0003951101,0.0003248449,0.0002912502,0.0004415308,0.0001390574,0.0003271877,0.001032731,0.000307454],"category_scores_gemma":[0.0001445952,0.0004421247,0.0002960911,0.0007153466,0.0002276123,0.00001322932,0.0003678543,0.0004303115,0.0002165363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001908821,"about_ca_system_score_gemma":0.0003592545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003273137,"about_ca_topic_score_gemma":0.0011499,"domain_scores_codex":[0.9977775,0.0002072479,0.0003711855,0.0007516798,0.0002370182,0.0006553321],"domain_scores_gemma":[0.9988985,0.00006769974,0.0001478537,0.0005718984,0.0001672676,0.0001467626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002512001,0.0005408798,0.003960007,0.0003336908,0.0004969715,0.0001916503,0.0005291356,0.005944565,0.5860452,0.001258782,0.3539427,0.04650518],"study_design_scores_gemma":[0.0008603829,0.0003838582,0.00517906,0.00006749442,0.00003051949,0.0001657513,0.001940079,0.004350977,0.4659716,0.001928141,0.51857,0.0005520839],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240666,0.008832677,0.01901945,0.02270538,0.001956268,0.0009553464,0.0002200378,0.0004455852,0.02179863],"genre_scores_gemma":[0.864099,0.007262693,0.0005957432,0.0001697272,0.0006736394,0.000162468,0.0001500477,0.00006978466,0.1268169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1646273,"threshold_uncertainty_score":0.9998031,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6939135660","doi":"10.60662/2cnm-8m64","title":"Risques de SST reliés à l'usage des véhicules autoguidés dans le contexte de l'Industrie 4.0","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Context (archaeology); Set (abstract data type); Identification (biology); Perspective (graphical); Government (linguistics)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.02223795980116466,"gpt":0.2274164976301866,"spread":0.2051785378290219,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001175488,0.0004266443,0.0004391021,0.0004733315,0.001646004,0.002474178,0.0003487243,0.0005149705,0.0004585093],"category_scores_gemma":[0.0006359154,0.0005029888,0.0002630518,0.00184442,0.0003604206,0.005507737,0.0002532755,0.0004596457,0.001482521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007955901,"about_ca_system_score_gemma":0.0003776737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00987998,"about_ca_topic_score_gemma":0.01039443,"domain_scores_codex":[0.9975992,0.00002315688,0.0006120037,0.0005425416,0.0001635246,0.001059504],"domain_scores_gemma":[0.9988189,0.0001574482,0.0003268711,0.0003339772,0.000254115,0.0001086725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002342193,0.0005720099,0.05271973,0.001222908,0.0004068792,0.0002571791,0.003909074,0.007880136,0.0009111016,0.07898656,0.8270606,0.02583959],"study_design_scores_gemma":[0.001657439,0.0001019163,0.02613535,0.0007173974,0.00006877961,0.00007952261,0.01900638,0.07263615,0.001248453,0.1158329,0.7614086,0.001107033],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8024182,0.00103415,0.003526316,0.004064035,0.001799374,0.0004820772,0.00003094471,0.0007805702,0.1858644],"genre_scores_gemma":[0.8528596,0.001015357,0.0002126368,0.0008151067,0.001522465,0.0001018182,0.0001168533,0.0001223758,0.1432338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06565198,"threshold_uncertainty_score":0.9997422,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6958028413","doi":"10.60662/a76g-pc78","title":"Evaluation of railway operations efficiency within a port using simulation: a preliminary study","year":2023,"lang":"en","type":"article","venue":"Collection numérique (UQTR)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"École de Technologie Supérieure; Université du Québec à Trois-Rivières","funders":"","keywords":"Port (circuit theory); Work (physics); Process (computing); Automation; Identification (biology)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.2864924426712856,"gpt":0.4598776755732257,"spread":0.1733852329019401,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02551895,0.0001499609,0.0002549651,0.00128314,0.000809886,0.0003872497,0.000514539,0.0000604284,0.0003441593],"category_scores_gemma":[0.006985712,0.000131955,0.00009617447,0.008279465,0.00006987933,0.0004382109,0.0003076144,0.0001098511,0.000137957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001857722,"about_ca_system_score_gemma":0.0005110467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001641942,"about_ca_topic_score_gemma":0.0003548933,"domain_scores_codex":[0.9933643,0.001017417,0.001044996,0.0008254105,0.003527211,0.0002206913],"domain_scores_gemma":[0.9957573,0.0006599787,0.0003175647,0.001021157,0.002165569,0.00007841229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003004556,0.0002927878,0.003924971,0.000003306219,0.00002339697,0.000002965524,0.007303833,0.9818978,0.0001571669,0.00004812314,0.003454056,0.002861539],"study_design_scores_gemma":[0.0006956505,0.0002685104,0.02416996,0.00002004029,0.00004107506,0.000004399619,0.0149683,0.9582551,0.0001152736,0.001058635,0.0002713792,0.0001316911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065741,0.00002406936,0.08798636,0.0001371115,0.00187169,0.001415217,0.000009399118,0.0001558289,0.00182622],"genre_scores_gemma":[0.9955979,6.336326e-7,0.0005447954,0.00001769655,0.00008702787,0.00006368224,0.00001575268,0.0000123046,0.003660184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08902383,"threshold_uncertainty_score":0.8844408,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6920212779","doi":"10.60662/f09b-av82","title":"Économie circulaire en viabilité hivernale : analyse de structures de chaîne d’approvisionnement en boucle fermée et modèles de contrats","year":2023,"lang":"fr","type":"article","venue":"Collection numérique (UQTR)","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Constraint (computer-aided design); Order (exchange); Arrow","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.01586551330068455,"gpt":0.2568672183683646,"spread":0.24100170506768,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00139024,0.0003715974,0.0004139443,0.0001074625,0.0009333427,0.0003084932,0.0004652719,0.0005435602,0.001972632],"category_scores_gemma":[0.0003449233,0.0001951226,0.0002913154,0.001539792,0.000155563,0.0002864927,0.0002236444,0.000573308,0.0001757696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002052679,"about_ca_system_score_gemma":0.0006364975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005552593,"about_ca_topic_score_gemma":0.008251531,"domain_scores_codex":[0.9964879,0.0009876129,0.0004506446,0.000658159,0.0003642135,0.001051436],"domain_scores_gemma":[0.9984161,0.0006579597,0.0001550157,0.0001302873,0.0001866799,0.0004539193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004806722,0.0009411913,0.1628769,0.0004509251,0.0008653866,0.0003427823,0.01982592,0.01139236,0.3882712,0.01430749,0.2761643,0.1240808],"study_design_scores_gemma":[0.0006334331,0.0004522555,0.8621795,0.0001454523,0.00003853712,0.0001222178,0.0103018,0.01197523,0.01029808,0.01916725,0.08407422,0.0006120692],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9128004,0.001202724,0.0005058414,0.08111666,0.0004603678,0.000859181,0.0000706676,0.0002296778,0.002754537],"genre_scores_gemma":[0.9082173,0.003025251,0.0005018798,0.0006230256,0.0008323478,0.0001632704,0.0001342313,0.000008540198,0.08649419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6993026,"threshold_uncertainty_score":0.9989397,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W6976575307","doi":"10.60662/ysxb-1w14","title":"Reliability evaluation of different scenarios of planned replacement and imperfect periodic inspection","year":2023,"lang":"en","type":"article","venue":"Collection numérique (UQTR)","topic":"Academic Research in Diverse Fields","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University; Université Laval","funders":"","keywords":"Reliability (semiconductor); Imperfect; Selection (genetic algorithm); Production (economics); Measure (data warehouse)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.04963112584720605,"gpt":0.3602143649071917,"spread":0.3105832390599857,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004399487,0.00009528118,0.0002050846,0.000291755,0.0004879764,0.00002659118,0.0001280933,0.0002284045,0.000291925],"category_scores_gemma":[0.003163595,0.00009193132,0.00006446724,0.001056433,0.0003128795,0.0001747314,0.00008014833,0.0002433933,0.000007162602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005358057,"about_ca_system_score_gemma":0.0003985093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001541982,"about_ca_topic_score_gemma":0.001243439,"domain_scores_codex":[0.9972066,0.0009007995,0.0003337765,0.0002873768,0.001040627,0.0002307626],"domain_scores_gemma":[0.9987018,0.0002855769,0.0001893011,0.0002020873,0.0005270071,0.00009420428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002384469,0.0006746583,0.6189862,0.0006776942,0.0002592798,0.000003279788,0.2176687,0.002400512,0.03202795,0.004337125,0.1120732,0.008506961],"study_design_scores_gemma":[0.006560797,0.003540914,0.6665109,0.0004619499,0.0001293721,0.000007654984,0.1598762,0.09578251,0.03479149,0.01797387,0.01353845,0.0008259155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890357,0.00005557117,0.00009455788,0.001022826,0.0004123801,0.001011352,0.000007529669,0.000121944,0.008238142],"genre_scores_gemma":[0.9977668,0.0008218113,0.00001650411,0.00000952343,0.0000901239,0.0001078345,0.000008203841,0.000007600134,0.001171609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09853476,"threshold_uncertainty_score":0.3787347,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}