{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"9c924e842220","filters":{"venue":"LMO"}},"results":[{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Gynecology; Medicine","authors":[{"name":"Naouel Moha","is_ca":false},{"name":"Duc-Loc Huynh","is_ca":true},{"name":"Yann‐Gaël Guéhéneuc","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05977247441953887,"gpt":0.3080239626894255,"spread":0.2482514882698866,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004421799,0.001348189,0.00092884,0.005452462,0.001474609,0.006130347,0.001184808,0.002851464,0.005551593],"category_scores_gemma":[0.01799434,0.001084651,0.002180077,0.002823527,0.001757164,0.007668306,0.002104213,0.003646091,0.002053903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002055044,"about_ca_system_score_gemma":0.004624849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02381437,"about_ca_topic_score_gemma":0.02744016,"domain_scores_codex":[0.9941474,0.001479092,0.0005431834,0.001136056,0.002430985,0.0002632035],"domain_scores_gemma":[0.9919798,0.003953812,0.000662353,0.001375093,0.001663677,0.0003652477],"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":[0.0009060202,0.0007949222,0.02896184,0.001851154,0.0004365687,0.001363777,0.004842587,0.0153014,0.05955882,0.2815639,0.02406766,0.5803512],"study_design_scores_gemma":[0.0002858583,0.0005959814,0.02669245,0.001834596,0.0004453592,0.00419733,0.005195249,0.3655904,0.05132173,0.2203719,0.3231277,0.0003414146],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02438364,0.001183464,0.9596437,0.0009280685,0.0002182012,0.0003875539,0.002321195,0.006145878,0.004788364],"genre_scores_gemma":[0.07296856,0.0005717247,0.9149769,0.0002041407,0.00005244157,0.0003580003,0.004479482,0.000566127,0.00582267],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02381437,"threshold_uncertainty_score":0.04735154,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Philosophy; Physics","authors":[{"name":"Jean-Sébastien Gélinas","is_ca":true},{"name":"Étienne Gagnon","is_ca":true},{"name":"Jean Privat","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02808956638750909,"gpt":0.2566508868094811,"spread":0.228561320421972,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002917623,0.0008616347,0.0006177624,0.001109694,0.000851622,0.002309299,0.001639177,0.001128851,0.005567097],"category_scores_gemma":[0.01396925,0.0007444159,0.0006409111,0.0005147097,0.001672003,0.002563908,0.001928222,0.00138194,0.002134024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008108782,"about_ca_system_score_gemma":0.00184987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001946942,"about_ca_topic_score_gemma":0.002901283,"domain_scores_codex":[0.9966337,0.0005727946,0.0002904916,0.000579985,0.00159766,0.0003254701],"domain_scores_gemma":[0.9817243,0.007764869,0.001833945,0.005609372,0.002667222,0.0004002778],"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":[0.002880252,0.000639667,0.03288848,0.001400555,0.0001993444,0.001564017,0.003571436,0.02254895,0.3570126,0.06687501,0.01036604,0.5000536],"study_design_scores_gemma":[0.0002162177,0.0010433,0.008856187,0.0003372631,0.0003666654,0.001267773,0.0006325291,0.1090269,0.7484708,0.02741957,0.1021191,0.0002438226],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2975216,0.0007891105,0.6548733,0.0008790697,0.0004588216,0.0003436915,0.0005695828,0.02807054,0.01649445],"genre_scores_gemma":[0.7504683,0.0004343101,0.2118022,0.0005918125,0.0001005103,0.0002334336,0.000851854,0.005115562,0.03040216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005567097,"threshold_uncertainty_score":0.01862383,"prediction_status":"machine_predicted_unvalidated"},"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,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Political science; Art","authors":[{"name":"Stéphane Vaucher","is_ca":true},{"name":"Houari Sahraoui","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03819496277271119,"gpt":0.2855550730078864,"spread":0.2473601102351752,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002835386,0.0007454935,0.0006213664,0.002130153,0.0006652774,0.002016547,0.0008255061,0.0007752302,0.00335352],"category_scores_gemma":[0.01960995,0.0004954481,0.0008699214,0.00189908,0.0005703007,0.002095016,0.0006965363,0.0007690515,0.001098221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001561082,"about_ca_system_score_gemma":0.001018046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009560266,"about_ca_topic_score_gemma":0.008508233,"domain_scores_codex":[0.997111,0.0003948809,0.0001620004,0.0006531284,0.00154941,0.0001296284],"domain_scores_gemma":[0.9862452,0.006979559,0.001552653,0.00165051,0.003287309,0.0002848172],"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":[0.001048578,0.0004189008,0.147764,0.001638851,0.0006525972,0.0008807152,0.003069879,0.1181156,0.1077288,0.007261887,0.002864192,0.608556],"study_design_scores_gemma":[0.0001129021,0.001955356,0.2457927,0.0002628585,0.0008256611,0.001423168,0.001371535,0.5097384,0.1744405,0.008110268,0.05575196,0.0002148054],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8342879,0.003453895,0.1406271,0.0005435681,0.0001467556,0.000343879,0.001482423,0.004815537,0.01429891],"genre_scores_gemma":[0.9424142,0.0006215693,0.04767888,0.00008513531,0.00002642789,0.0001594084,0.001581576,0.0002902704,0.007142527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009560266,"threshold_uncertainty_score":0.01900923,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}