{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":14,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":14,"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":"3e8fedd3df1b","filters":{"venue":"Activites"}},"results":[{"id":"W2937312102","doi":"10.4000/activites.3801","title":"L’expérience difficile du travail enseignant et les besoins de soutien chez les enseignants débutants au Québec","year":2019,"lang":"fr","type":"article","venue":"Activites","topic":"Disability Education and Employment","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","authors":[{"name":"Joséphine Mukamurera","is_ca":false},{"name":"Sawsen Lakhal","is_ca":false},{"name":"Maurice Tardif","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03380593754932167,"gpt":0.2910146979334901,"spread":0.2572087603841684,"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":[0.001191487,0.0003545633,0.0004088399,0.00007119685,0.0008130374,0.0001664478,0.0005054023,0.0002865404,0.003298546],"category_scores_gemma":[0.0005483642,0.0003448764,0.0002034936,0.0003812475,0.00126694,0.0005432037,0.0001111191,0.0003432435,0.0009497831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115083,"about_ca_system_score_gemma":0.00329105,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4935219,"about_ca_topic_score_gemma":0.2124349,"domain_scores_codex":[0.9966135,0.0007722293,0.0003881048,0.0006452725,0.0005820012,0.0009988757],"domain_scores_gemma":[0.9979815,0.0009013412,0.0002166961,0.0004330681,0.0001017192,0.0003656562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000300935,0.001548267,0.4194032,0.00007381134,0.00005422194,0.000005128558,0.4863061,0.00003913992,0.003586008,0.00347711,0.001965198,0.08351178],"study_design_scores_gemma":[0.000619775,0.0003728727,0.4751951,0.000337507,0.00009065236,0.00001753878,0.2877232,0.0003865795,0.005497702,0.0004082089,0.2284729,0.0008779728],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965624,0.002145864,0.00004364759,0.01678208,0.001258214,0.0004561847,0.00007156647,0.0001012871,0.01351719],"genre_scores_gemma":[0.9659394,0.0003643685,0.00008309207,0.0006047055,0.0004149362,0.00004417387,0.000008465074,0.00003742665,0.03250346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.281087,"threshold_uncertainty_score":0.9999003,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2937670064","doi":"10.4000/activites.4103","title":"Proposition méthodologique en ergotoxicologie pour révéler les expositions à des produits chimiques","year":2019,"lang":"fr","type":"article","venue":"Activites","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"","keywords":"Humanities; Political science; Philosophy","authors":[{"name":"Louis Galey","is_ca":false},{"name":"Nathalie Judon","is_ca":false},{"name":"Caroline Jolly","is_ca":true},{"name":"Fabienne Goutille","is_ca":false},{"name":"Sarah Morelot","is_ca":false},{"name":"Marion Albert","is_ca":false},{"name":"Olivier Lhospital","is_ca":false},{"name":"Patrick H. Martin","is_ca":false},{"name":"Catherine Nöel-Suberville","is_ca":false},{"name":"Pierrick Pasquereau","is_ca":false},{"name":"Agnès Aublet‐Cuvelier","is_ca":false},{"name":"Brahim Mohammed‐Brahim","is_ca":false},{"name":"Alain Garrigou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1627105611313106,"gpt":0.4746127079286637,"spread":0.3119021467973531,"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":[0.003088657,0.0003791158,0.0005125839,0.0002789903,0.001324192,0.00004892549,0.0003415495,0.001137592,0.005446408],"category_scores_gemma":[0.003266103,0.0003467463,0.0001609756,0.0004736722,0.0003669607,0.0008996403,0.0002684471,0.002139977,0.003139632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009388329,"about_ca_system_score_gemma":0.00191769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009775655,"about_ca_topic_score_gemma":0.0003283692,"domain_scores_codex":[0.9889721,0.007814462,0.0006628144,0.0007040475,0.0004483667,0.001398166],"domain_scores_gemma":[0.9867501,0.01143156,0.0002851252,0.0005257754,0.0006110498,0.000396426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00163771,0.002960194,0.477188,0.006967425,0.0002242954,0.00004509834,0.008929682,0.0002087641,0.05668624,0.04380294,0.02947024,0.3718794],"study_design_scores_gemma":[0.001075342,0.001867532,0.9385799,0.001879553,0.00005106676,0.0000328601,0.001991261,0.0006351351,0.02155822,0.02445253,0.007339409,0.0005372668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179834,0.004288267,0.003951238,0.0491076,0.001623432,0.005469222,0.0003777375,0.0002807521,0.01691835],"genre_scores_gemma":[0.9461848,0.002140562,0.01892627,0.0009595375,0.001292983,0.0009212614,0.0002258843,0.00007368969,0.02927506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4613919,"threshold_uncertainty_score":0.9999759,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2462453384","doi":"10.4000/activites.690","title":"Contribution de l’ergonomie à la conception d’un outil de formation","year":2013,"lang":"fr","type":"article","venue":"Activites","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":15,"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; Philosophy; Political science","authors":[{"name":"Sylvie Ouellet","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05348644025672915,"gpt":0.4139584405325818,"spread":0.3604720002758526,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002038658,0.0001776096,0.00024419,0.0001180098,0.0008479248,0.00005438162,0.0001368885,0.0006407608,0.004342999],"category_scores_gemma":[0.001510391,0.0001855124,0.00008389281,0.0002185127,0.0001570156,0.001249135,0.00007118337,0.001011041,0.003548716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001349315,"about_ca_system_score_gemma":0.001038451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002380338,"about_ca_topic_score_gemma":0.0001145763,"domain_scores_codex":[0.9955398,0.00236787,0.0004813027,0.0002201047,0.0002562446,0.001134717],"domain_scores_gemma":[0.9939805,0.00459293,0.0002521014,0.0002041096,0.0005036291,0.0004666927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005835128,0.0005933597,0.1301703,0.001606943,0.00007670183,0.000007585491,0.007418563,0.0001103264,0.008919704,0.02889324,0.09881695,0.7228029],"study_design_scores_gemma":[0.001975941,0.0002537101,0.8663006,0.0004632518,0.0000382172,0.00002003507,0.001606334,0.03226705,0.003694218,0.02017884,0.07292419,0.0002775794],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9117137,0.002301252,0.02312734,0.05047393,0.001077099,0.002180009,0.0001547512,0.0001004779,0.008871426],"genre_scores_gemma":[0.9909641,0.001479914,0.001662123,0.00153132,0.00112398,0.0006058228,0.0002112868,0.00002472328,0.002396696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7361304,"threshold_uncertainty_score":0.9972271,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2198760010","doi":"10.4000/activites.965","title":"L’intégration des savoirs théoriques, pratiques et d’autorégulation chez les apprenants : analyse de l’activité d’enseignants en formation professionnelle et contribution à la formation à l’enseignement","year":2014,"lang":"fr","type":"article","venue":"Activites","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Bibliothèque et Archives nationales du Québec","funders":"Université Laval","keywords":"Humanities; Political science; Sociology; Philosophy","authors":[{"name":"Anabelle Viau‐Guay","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08592786406050787,"gpt":0.3847403086928095,"spread":0.2988124446323016,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0100146,0.0003455622,0.0003608385,0.0002247414,0.001419759,0.0002315855,0.0001904087,0.0005953809,0.00008044211],"category_scores_gemma":[0.003214161,0.0003455108,0.0001429155,0.0004885833,0.0007142978,0.004552261,0.00004643482,0.0004653897,0.00001920039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009853193,"about_ca_system_score_gemma":0.0006004153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008080478,"about_ca_topic_score_gemma":0.002339103,"domain_scores_codex":[0.9896221,0.008281667,0.0006326755,0.0003932258,0.0004914344,0.0005789133],"domain_scores_gemma":[0.9943233,0.003967178,0.0008171467,0.0002209775,0.0005227692,0.0001486082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006019513,0.0008603339,0.01247771,0.0003129186,0.0001439959,7.243063e-7,0.5664651,0.000761574,0.01770135,0.3109387,0.001969122,0.08830837],"study_design_scores_gemma":[0.001772496,0.0005560979,0.3823562,0.001607792,0.0003678513,0.00003079846,0.4259834,0.05205524,0.03648816,0.0785391,0.01901532,0.001227625],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8551974,0.0004724396,0.126257,0.01188934,0.0006027077,0.0007242058,0.00003160743,0.0001724371,0.004652896],"genre_scores_gemma":[0.9898601,0.002204321,0.005392485,0.0003303192,0.0008684195,0.000227646,0.000687446,0.00003295161,0.0003963828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3698785,"threshold_uncertainty_score":0.9998997,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2526818425","doi":"","title":"Yvon, F. & Saussez, F. (Eds.) (2010). Analyser l’activité enseignante. Des outils méthodologiques et théoriques pour l’intervention et la formation. Laval (Canada) : Les Presses de l’Université Laval","year":2011,"lang":"fr","type":"article","venue":"Activites","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","authors":[{"name":"Jacques Leplat","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2351058314002653,"gpt":0.3914547357223527,"spread":0.1563489043220874,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005040641,0.0003167448,0.0003587982,0.0001425626,0.0007499176,0.0001224531,0.000391208,0.0003753655,0.00077089],"category_scores_gemma":[0.00203505,0.0003278336,0.0002221075,0.0002894524,0.0009080198,0.00211835,0.00008210722,0.0004914419,0.00001070894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000381743,"about_ca_system_score_gemma":0.001342183,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3435985,"about_ca_topic_score_gemma":0.4155881,"domain_scores_codex":[0.9923438,0.00596759,0.0003666168,0.0003890017,0.0003505639,0.0005823664],"domain_scores_gemma":[0.9938131,0.00498795,0.0004222547,0.0002190001,0.0003874741,0.0001702209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001436368,0.001814214,0.3444607,0.0004018001,0.0008451022,0.0000318346,0.3163127,0.00004666087,0.006149883,0.1150999,0.04358293,0.1711106],"study_design_scores_gemma":[0.0005164887,0.0002697571,0.6594328,0.0004943419,0.000333427,0.00004640785,0.2079142,0.0001258773,0.01888195,0.05371501,0.05753541,0.0007342743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9297546,0.008078801,0.01148163,0.01281667,0.000961852,0.0002868396,0.00009731788,0.0001751032,0.0363472],"genre_scores_gemma":[0.9525883,0.03191785,0.009975491,0.0002819655,0.0004750527,0.00003146793,0.00006250925,0.000030497,0.004636843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3149722,"threshold_uncertainty_score":0.9999174,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2895935968","doi":"10.4000/activites.3411","title":"Évaluation des processus : comprendre comment le contexte des entreprises influence le déroulement des premières étapes d’interventions ergonomiques","year":2018,"lang":"fr","type":"article","venue":"Activites","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"","keywords":"Humanities; Political science; Art","authors":[{"name":"Valérie Albert","is_ca":true},{"name":"Nicole Vézina","is_ca":false},{"name":"Henriette Bilodeau","is_ca":true},{"name":"Fabien Coutarel","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05111867187300436,"gpt":0.280875063507099,"spread":0.2297563916340946,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004456065,0.0004188806,0.0003987649,0.0001658284,0.001027168,0.0003873296,0.0003312598,0.0001301377,0.0003614082],"category_scores_gemma":[0.0001563062,0.0004810512,0.0002461568,0.0001506903,0.001410118,0.001359646,0.0001980839,0.0002087304,0.0000899903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004494103,"about_ca_system_score_gemma":0.0001438321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006336981,"about_ca_topic_score_gemma":0.01030882,"domain_scores_codex":[0.9980192,0.0001916786,0.0005842146,0.0004473431,0.0001482702,0.0006092869],"domain_scores_gemma":[0.9985893,0.0003568895,0.0002046946,0.0003621112,0.0003213386,0.0001656922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002241826,0.002607489,0.1511264,0.004679783,0.002041346,0.000008715082,0.06331913,0.02664762,0.02983313,0.02311133,0.004422289,0.6919786],"study_design_scores_gemma":[0.002115933,0.001316901,0.5097923,0.004947023,0.0003959094,0.00001717495,0.005126501,0.01065408,0.3578259,0.06633954,0.03997195,0.001496817],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752524,0.01096278,0.009973888,0.0005222349,0.0003394713,0.000484951,0.00009004169,0.0002206123,0.002153623],"genre_scores_gemma":[0.9882163,0.001548058,0.008465745,0.00005803315,0.0001894168,0.0001183419,0.00003663142,0.0000674756,0.001300024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6904818,"threshold_uncertainty_score":0.9997641,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4306322134","doi":"10.4000/activites.7603","title":"L’apport de l’autoconfrontation collective interprofessionnelle à la santé au travail : le cas d’une clinique de l’activité en milieu scolaire","year":2022,"lang":"fr","type":"article","venue":"Activites","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval; Université de Montréal; Université de Sherbrooke","funders":"","keywords":"Humanities; Political science; Sociology; Psychology; Philosophy","authors":[{"name":"Emmanuel Poirel","is_ca":true},{"name":"Patricia Dionne","is_ca":true},{"name":"Simon Viviers","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0774749713602895,"gpt":0.4288553158678175,"spread":0.351380344507528,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008234993,0.0002482038,0.0003409136,0.0001420949,0.002604385,0.00005270111,0.0003442806,0.0003145844,0.0005654672],"category_scores_gemma":[0.001261954,0.0003064331,0.0001768459,0.000707028,0.001066969,0.0005134813,0.00009942491,0.0008713488,0.00001585955],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00253251,"about_ca_system_score_gemma":0.01230739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02382509,"about_ca_topic_score_gemma":0.007819677,"domain_scores_codex":[0.9901955,0.00794987,0.0003633159,0.000489121,0.0003240372,0.0006781149],"domain_scores_gemma":[0.990812,0.00836072,0.0003442769,0.000189578,0.0001045218,0.0001888976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007149185,0.0009934201,0.06594808,0.00004888654,0.0001691253,0.00001214745,0.868275,0.0001425618,0.001903221,0.01960053,0.005922567,0.03691293],"study_design_scores_gemma":[0.0005212884,0.0002273147,0.2016149,0.00007813329,0.00007451243,0.0000383296,0.7561387,0.0004601801,0.0007909681,0.02060498,0.0191029,0.0003476889],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9206944,0.0008837697,0.00188601,0.02656859,0.002214286,0.0007358927,0.00005877782,0.00009262951,0.0468656],"genre_scores_gemma":[0.9765894,0.0003063251,0.001723557,0.0005949198,0.00155164,0.0008019427,0.0000441746,0.00004208605,0.01834595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1356669,"threshold_uncertainty_score":0.9999388,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2461222602","doi":"10.4000/activites.573","title":"Développer le travail d’organisation pour transformer l’organisation du travail","year":2013,"lang":"fr","type":"article","venue":"Activites","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université Laval","funders":"National Institute for Occupational Safety and Health","keywords":"Humanities; Political science; Philosophy","authors":[{"name":"Sébastien Bruère","is_ca":true},{"name":"Jérôme Chardeyron","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01930254445907825,"gpt":0.2519219168104722,"spread":0.2326193723513939,"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":[0.0005866159,0.0002696092,0.0002780596,0.00004570398,0.0008979968,0.0003175207,0.000367987,0.0003169906,0.009597491],"category_scores_gemma":[0.0001372254,0.0002740956,0.0001528432,0.0005924208,0.0007683957,0.002538584,0.00001580494,0.0002253302,0.002833506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003230242,"about_ca_system_score_gemma":0.0006644238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1021949,"about_ca_topic_score_gemma":0.01304182,"domain_scores_codex":[0.9975086,0.0002954997,0.000328556,0.0004636989,0.0007037247,0.0006998597],"domain_scores_gemma":[0.998958,0.0002875353,0.0002368544,0.0001648129,0.0001235305,0.0002292751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001140372,0.0005240563,0.03727186,0.00003548797,0.00006882039,0.000002484368,0.19624,0.00001219874,0.04715902,0.01301917,0.09835983,0.6072957],"study_design_scores_gemma":[0.0007471663,0.0001422603,0.6759213,0.00005013592,0.00007172357,0.000006174063,0.09600481,0.000354853,0.0140489,0.0115528,0.2002947,0.0008051686],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8739176,0.002012254,0.0009860749,0.09476246,0.001356001,0.0004833539,0.00001707692,0.0000881364,0.02637704],"genre_scores_gemma":[0.9584142,0.002030064,0.0003170953,0.0007780656,0.001222333,0.00003840106,0.000005977362,0.00003166771,0.0371622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6386495,"threshold_uncertainty_score":0.9999712,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2935946128","doi":"10.4000/activites.3995","title":"Les enseignants de la formation professionnelle : leur travail, leur réalité","year":2019,"lang":"fr","type":"article","venue":"Activites","topic":"Education, sociology, and vocational training","field":"Social Sciences","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 de Sherbrooke","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","authors":[{"name":"Otilia Holgado","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.208513335488126,"gpt":0.4379931656560545,"spread":0.2294798301679285,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002525207,0.0001539219,0.0001841142,0.00006379894,0.0006274607,0.00006251417,0.0001790743,0.0003341898,0.0008564318],"category_scores_gemma":[0.0005814241,0.0001562379,0.00008749281,0.0002472376,0.0006505306,0.0008772496,0.00002580322,0.0003087449,0.0003035811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001744676,"about_ca_system_score_gemma":0.0003556099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001730341,"about_ca_topic_score_gemma":0.0001058553,"domain_scores_codex":[0.9969226,0.001985579,0.000222877,0.0002379236,0.0002255238,0.0004055003],"domain_scores_gemma":[0.9960831,0.003381335,0.0001944681,0.0001517259,0.00009532653,0.00009404619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001539666,0.0005644565,0.2035827,0.0002563341,0.0000848418,0.000001372574,0.5981098,0.0000608226,0.005961267,0.08957087,0.009186906,0.09260521],"study_design_scores_gemma":[0.000597298,0.0001283813,0.2805238,0.0003927164,0.0000630447,0.00001965249,0.6059285,0.0004713149,0.001465257,0.01260451,0.0973109,0.0004946753],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616997,0.001867227,0.0002267121,0.007824429,0.002036403,0.0002625721,0.00001106001,0.00005594454,0.02601596],"genre_scores_gemma":[0.9630608,0.0007670699,0.0006782349,0.0002301154,0.001259004,0.00003390641,0.00002240713,0.0000186357,0.03392984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09211054,"threshold_uncertainty_score":0.9377328,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2460830671","doi":"10.4000/activites.1503","title":"Learning from experience: a theoretical framework for the work activity analysis and safe design","year":2007,"lang":"en","type":"article","venue":"Activites","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Work (physics); Process (computing); Boundary (topology); Field (mathematics); Computer science; Process management; Risk analysis (engineering); Knowledge management; Systems engineering; Engineering; Business; Mathematics; Mechanical engineering","authors":[{"name":"Cécilia De la Garza","is_ca":true},{"name":"Elie Fadier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.114822799708986,"gpt":0.5020719256099221,"spread":0.3872491259009361,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002494967,0.0001229693,0.0002502008,0.0001152282,0.001768128,0.00002095786,0.0001526286,0.0002333133,0.0007289192],"category_scores_gemma":[0.004237203,0.00008051954,0.00008507255,0.0007803115,0.0002470964,0.0001158121,0.00008923973,0.0009950071,0.00002767859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000737255,"about_ca_system_score_gemma":0.0001239321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002328755,"about_ca_topic_score_gemma":0.00004759308,"domain_scores_codex":[0.9978989,0.0006134525,0.0002381828,0.0003028513,0.0003141377,0.0006324965],"domain_scores_gemma":[0.9359421,0.0634321,0.0001126258,0.0002424633,0.000106072,0.0001646497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003058996,0.00006143218,0.7893615,0.00003012389,0.0002064869,0.000001610768,0.007215934,0.00005878957,0.0001918115,0.01365006,0.000111083,0.1860522],"study_design_scores_gemma":[0.0002705812,0.0001087064,0.9772583,0.00004377285,0.0000934992,1.16614e-7,0.002643415,0.004388541,0.0003169134,0.01358301,0.00118075,0.0001124532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4985339,0.0001300129,0.498816,0.001507845,0.00009613382,0.0006420763,0.000006044639,0.00002663602,0.0002413791],"genre_scores_gemma":[0.9848285,0.00009239882,0.01384043,0.0003922389,0.0003472361,0.0003435647,0.000008787196,0.00001523766,0.0001316144],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4862946,"threshold_uncertainty_score":0.9995314,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2468414020","doi":"10.4000/activites.170","title":"Une bibliothèque numérique à l’épreuve de la déficience : études de cas","year":2012,"lang":"fr","type":"article","venue":"Activites","topic":"Cultural Insights and Digital Impacts","field":"Computer 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":"Bibliothèque et Archives nationales du Québec","funders":"","keywords":"Humanities; Philosophy; Art","authors":[{"name":"Catherine Gouédard","is_ca":true},{"name":"Viviane Folcher","is_ca":true},{"name":"Nicole Lompré","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1851680665990248,"gpt":0.3482191457390344,"spread":0.1630510791400095,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007423768,0.000293705,0.0002383727,0.0002355054,0.0002038919,0.002257556,0.000574327,0.0003073204,0.00006354076],"category_scores_gemma":[0.0006596362,0.0002360662,0.0001244335,0.002072474,0.0003591815,0.009938736,0.0003167282,0.0004626353,0.00012624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003294733,"about_ca_system_score_gemma":0.0003768945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006150697,"about_ca_topic_score_gemma":0.0003771221,"domain_scores_codex":[0.9977818,0.0003198275,0.0001967927,0.0003297483,0.0002532537,0.001118593],"domain_scores_gemma":[0.9971945,0.001572322,0.0001212285,0.0004238458,0.00008954461,0.0005985181],"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":[0.00001919971,0.001480637,0.03783071,0.0001203726,0.00008266995,0.0003067563,0.06514447,0.0004679365,0.07834379,0.7761002,0.01400724,0.02609608],"study_design_scores_gemma":[0.0005131863,0.0004510295,0.3669806,0.0004542197,0.00004067941,0.004800192,0.001740716,0.009626085,0.2649916,0.03007248,0.3188875,0.001441686],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8143607,0.009880748,0.02618507,0.005501478,0.0006444646,0.0001520487,0.0000118781,0.0001589571,0.1431046],"genre_scores_gemma":[0.9855714,0.0004947126,0.002959819,0.001103716,0.0004506683,0.0000086003,0.000001171527,0.00001984708,0.009389997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7460276,"threshold_uncertainty_score":0.9987782,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4249831728","doi":"10.4000/activites.2532","title":"Yvon, F. & Saussez, F. (Eds.) (2010). Analyser l’activité enseignante. Des outils méthodologiques et théoriques pour l’intervention et la formation","year":2011,"lang":"fr","type":"article","venue":"Activites","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","authors":[{"name":"Jacques Leplat","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.4889212951191283,"gpt":0.4832424960744156,"spread":0.005678799044712746,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01037509,0.0003438706,0.0004026529,0.0002176188,0.0006005301,0.0001636479,0.0003244235,0.0005008677,0.0007798903],"category_scores_gemma":[0.003389379,0.0003427229,0.0003222297,0.0004148098,0.00134677,0.003394114,0.00006659723,0.0005423252,0.0001532989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002000077,"about_ca_system_score_gemma":0.0003258651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003432159,"about_ca_topic_score_gemma":0.003844825,"domain_scores_codex":[0.9898545,0.008282458,0.0005160259,0.0004598474,0.0003089276,0.0005782166],"domain_scores_gemma":[0.9929403,0.005649036,0.0005425963,0.0002941183,0.0004238345,0.0001501034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007570969,0.002133712,0.0705391,0.0002707084,0.0004635979,0.00000477983,0.4368837,0.000009944162,0.003853187,0.3158504,0.006514672,0.1634005],"study_design_scores_gemma":[0.0007075939,0.0004164772,0.3576393,0.0008375355,0.0003688127,0.00005342269,0.1668051,0.0000982631,0.007546128,0.37936,0.08506211,0.001105347],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8885452,0.004182628,0.04121379,0.008242146,0.001938607,0.0003741177,0.00005097231,0.0002561574,0.0551964],"genre_scores_gemma":[0.9461766,0.01123058,0.02950108,0.000512072,0.0007415734,0.00008427285,0.0001068635,0.00003734145,0.01160963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2871001,"threshold_uncertainty_score":0.9999025,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4394844158","doi":"10.4000/activites.9414","title":"La contribution des usagères dans un atelier de co‑idéation : une médiation sociotechnique pour l’exploration des niveaux épistémiques d’un projet","year":2024,"lang":"fr","type":"article","venue":"Activites","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"Institut Polytechnique de Paris; Télécom Paris; Equipex","keywords":"Humanities; Political science; Philosophy; Art","authors":[{"name":"Aliénor Morvan","is_ca":false},{"name":"Stéphane Safin","is_ca":false},{"name":"Tomás Dorta","is_ca":true},{"name":"Françoise Détienne","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02122429324566801,"gpt":0.3064860465120785,"spread":0.2852617532664105,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001457698,0.000308026,0.000210646,0.0002188717,0.0003352951,0.0004910238,0.0001159215,0.0004449062,0.0002761926],"category_scores_gemma":[0.0007785332,0.0003525871,0.0001031718,0.0006372756,0.0002074186,0.003451875,0.00001839354,0.0005271581,0.0002165747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286474,"about_ca_system_score_gemma":0.0003868938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009206427,"about_ca_topic_score_gemma":0.0001509681,"domain_scores_codex":[0.9978155,0.0009061348,0.0003325556,0.0003339807,0.000203467,0.0004083838],"domain_scores_gemma":[0.9979566,0.001374826,0.0001248661,0.0001905447,0.000241787,0.0001114264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000881452,0.0004413694,0.004644391,0.0008896295,0.0003867385,0.00004128065,0.04633668,0.002123106,0.3887742,0.06601268,0.004537328,0.4857244],"study_design_scores_gemma":[0.00035529,0.0001711127,0.03037891,0.0006400149,0.0003156018,0.0001504325,0.003077972,0.04325756,0.7261246,0.1306694,0.06422117,0.000637939],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3892704,0.004311494,0.5945398,0.005765584,0.0004306769,0.0004662049,0.00005950195,0.0007243476,0.00443203],"genre_scores_gemma":[0.9726778,0.004577791,0.02069225,0.00006909948,0.0003486745,0.0002034788,0.0002400853,0.00008104917,0.00110974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5834075,"threshold_uncertainty_score":0.9998926,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403466510","doi":"10.4000/12hug","title":"Prévention construite en agriculture : contribution de l’ergotoxicologie à partir de trois recherches‑actions","year":2024,"lang":"fr","type":"article","venue":"Activites","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail","funders":"Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail","keywords":"Humanities; Political science; Philosophy","authors":[{"name":"Louis Galey","is_ca":false},{"name":"Marion Albert","is_ca":false},{"name":"Fabienne Goutille","is_ca":false},{"name":"Julie Fredj","is_ca":false},{"name":"Adélaïde Nascimento","is_ca":false},{"name":"Caroline Jolly","is_ca":true},{"name":"Alain Garrigou","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1674763406641911,"gpt":0.5057987402102608,"spread":0.3383223995460697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004736857,0.0002753728,0.0003436077,0.000200738,0.00113189,0.0001218297,0.0001793349,0.001408627,0.001561028],"category_scores_gemma":[0.005793672,0.0002505178,0.0002249257,0.0008871993,0.0002919821,0.0006160674,0.00009689174,0.003098381,0.001154885],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004333661,"about_ca_system_score_gemma":0.004377951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001337836,"about_ca_topic_score_gemma":0.001202969,"domain_scores_codex":[0.9918986,0.005190219,0.0005646283,0.0004875183,0.0003579416,0.001501113],"domain_scores_gemma":[0.9853677,0.01332011,0.0001424895,0.0002549147,0.0003477474,0.0005670314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001244328,0.001779518,0.1555371,0.008126299,0.0006547809,0.0002387254,0.01433622,0.0002147023,0.1210704,0.09905781,0.2406499,0.3570902],"study_design_scores_gemma":[0.001083585,0.0006810081,0.5105555,0.002841504,0.0002699894,0.0001351613,0.002699879,0.007708373,0.01355952,0.02816962,0.4317745,0.0005213478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7489753,0.02774338,0.01864125,0.1854324,0.005507915,0.003605137,0.001263927,0.000580302,0.008250396],"genre_scores_gemma":[0.9700994,0.005102396,0.0017078,0.0005450704,0.001751499,0.0008322082,0.0003060879,0.00003867473,0.01961681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3565689,"threshold_uncertainty_score":0.9999947,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}