{"meta":{"query_hash":"9c924e842220","filters":{"venue":"LMO"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/9c924e842220","api":"https://metacan.xera.ac/api/v1/cohort?venue=LMO"},"results":[{"id":"W1580038057","doi":"","title":"Prévention du déréférencement de références nulles dans un langage à objets","year":2009,"lang":"fr","type":"article","venue":"LMO","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Philosophy; Physics","score_opus":0.02808956638750909,"score_gpt":0.2566508868094811,"score_spread":0.22856132042197203,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1580038057","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29752156,0.0007891105,0.65487325,0.0008790697,0.00045882157,0.00034369147,0.0005695828,0.028070543,0.016494446],"genre_scores_gemma":[0.75046825,0.0004343101,0.21180218,0.0005918125,0.00010051025,0.0002334336,0.000851854,0.0051155617,0.03040216],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9966337,0.0005727946,0.00029049156,0.00057998503,0.0015976595,0.0003254701],"domain_scores_gemma":[0.98172426,0.0077648694,0.0018339446,0.0056093717,0.0026672224,0.00040027782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029176234,0.00086163473,0.0006177624,0.0011096938,0.000851622,0.0023092993,0.0016391769,0.0011288507,0.005567097],"category_scores_gemma":[0.013969248,0.00074441585,0.00064091105,0.00051470974,0.0016720027,0.0025639078,0.0019282216,0.0013819403,0.0021340237],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002880252,0.000639667,0.03288848,0.001400555,0.00019934445,0.0015640167,0.0035714356,0.022548953,0.35701257,0.06687501,0.0103660375,0.50005364],"study_design_scores_gemma":[0.00021621767,0.0010432999,0.008856187,0.0003372631,0.00036666536,0.0012677725,0.0006325291,0.109026924,0.74847084,0.02741957,0.10211905,0.00024382262],"about_ca_topic_score_codex":0.0019469423,"about_ca_topic_score_gemma":0.0029012826,"teacher_disagreement_score":0.005567097,"about_ca_system_score_codex":0.0008108782,"about_ca_system_score_gemma":0.0018498703,"threshold_uncertainty_score":0.018623829},"labels":[],"label_agreement":null},{"id":"W2400841233","doi":"","title":"Une taxonomie et un métamodèle pour la détection des défauts de conception.","year":2006,"lang":"fr","type":"article","venue":"LMO","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Gynecology; Medicine","score_opus":0.05977247441953887,"score_gpt":0.3080239626894255,"score_spread":0.24825148826988663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2400841233","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024383644,0.0011834638,0.95964366,0.0009280685,0.00021820117,0.00038755394,0.0023211949,0.006145878,0.0047883643],"genre_scores_gemma":[0.07296856,0.0005717247,0.9149769,0.00020414068,0.00005244157,0.00035800025,0.0044794823,0.000566127,0.0058226697],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9941474,0.0014790919,0.00054318336,0.0011360563,0.002430985,0.00026320346],"domain_scores_gemma":[0.99197984,0.0039538117,0.000662353,0.0013750934,0.0016636766,0.0003652477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0044217985,0.0013481888,0.00092884,0.005452462,0.0014746091,0.0061303475,0.001184808,0.002851464,0.0055515934],"category_scores_gemma":[0.017994344,0.0010846514,0.002180077,0.002823527,0.0017571645,0.0076683057,0.0021042128,0.003646091,0.002053903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009060202,0.00079492223,0.028961843,0.001851154,0.00043656872,0.0013637771,0.004842587,0.015301397,0.05955882,0.28156394,0.024067663,0.58035123],"study_design_scores_gemma":[0.00028585835,0.00059598143,0.026692452,0.0018345962,0.00044535915,0.00419733,0.005195249,0.3655904,0.051321726,0.22037195,0.32312775,0.00034141465],"about_ca_topic_score_codex":0.023814367,"about_ca_topic_score_gemma":0.02744016,"teacher_disagreement_score":0.023814367,"about_ca_system_score_codex":0.0020550438,"about_ca_system_score_gemma":0.0046248487,"threshold_uncertainty_score":0.04735154},"labels":[],"label_agreement":null},{"id":"W2403963282","doi":"","title":"Étude de la changeabilité des systèmes orientés objet.","year":2008,"lang":"fr","type":"article","venue":"LMO","topic":"Software Engineering Research","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Political science; Art","score_opus":0.03819496277271119,"score_gpt":0.2855550730078864,"score_spread":0.2473601102351752,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2403963282","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8342879,0.003453895,0.14062706,0.0005435681,0.00014675561,0.00034387896,0.001482423,0.0048155375,0.014298908],"genre_scores_gemma":[0.9424142,0.00062156934,0.047678877,0.00008513531,0.000026427893,0.00015940842,0.0015815756,0.0002902704,0.0071425275],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99711096,0.00039488092,0.00016200039,0.00065312843,0.0015494102,0.00012962836],"domain_scores_gemma":[0.98624516,0.0069795586,0.0015526535,0.0016505104,0.003287309,0.00028481716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028353864,0.00074549345,0.00062136643,0.0021301534,0.00066527736,0.0020165471,0.00082550605,0.00077523023,0.00335352],"category_scores_gemma":[0.019609949,0.0004954481,0.00086992135,0.0018990799,0.00057030073,0.0020950164,0.00069653627,0.0007690515,0.0010982209],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010485777,0.00041890077,0.14776398,0.0016388511,0.0006525972,0.0008807152,0.003069879,0.118115634,0.10772881,0.007261887,0.0028641925,0.608556],"study_design_scores_gemma":[0.00011290212,0.0019553558,0.24579266,0.00026285852,0.0008256611,0.0014231682,0.0013715352,0.5097384,0.17444047,0.008110268,0.055751957,0.00021480542],"about_ca_topic_score_codex":0.009560266,"about_ca_topic_score_gemma":0.008508233,"teacher_disagreement_score":0.009560266,"about_ca_system_score_codex":0.0015610824,"about_ca_system_score_gemma":0.0010180459,"threshold_uncertainty_score":0.019009233},"labels":[],"label_agreement":null}]}