{"meta":{"query_hash":"a9a4d4a1525b","filters":{"venue":"Mécanique & Industries"},"cohort_total":6,"direct_labels_cover":0,"predictions_cover":6,"exported":6,"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/a9a4d4a1525b","api":"https://metacan.xera.ac/api/v1/cohort?venue=M%C3%A9canique+%26+Industries"},"results":[{"id":"W2007788884","doi":"10.1051/meca/2010030","title":"Modélisation plastique bi-linéaire de l’usure de matériaux abradables : application aux turbo-machines","year":2010,"lang":"fr","type":"article","venue":"Mécanique & Industries","topic":"Tribology and Lubrication Engineering","field":"Engineering","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":"McGill University","funders":"","keywords":"Humanities; Physics; Philosophy","score_opus":0.011399180039733236,"score_gpt":0.23826091306096028,"score_spread":0.22686173302122706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007788884","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":[0.10878481,0.00082669855,0.8700495,0.00026603683,0.00013554195,0.00009612363,0.00025336654,0.0010190136,0.018568931],"genre_scores_gemma":[0.85911804,0.0011038852,0.11186305,0.000058925863,0.00002926276,0.00025946402,0.00024794665,0.00027570117,0.027043791],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99974304,0.000037058173,0.000011008393,0.0000433947,0.0001377535,0.000027763206],"domain_scores_gemma":[0.9996433,0.00013814401,0.00004588981,0.000058071375,0.00009569083,0.000018870605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003676556,0.00067452725,0.0006483034,0.0005850889,0.00049575465,0.0015414725,0.0010062027,0.0016773384,0.004511666],"category_scores_gemma":[0.0008572355,0.00061997835,0.0010711852,0.00052008184,0.0008647776,0.00083532906,0.0007259619,0.00094299467,0.00080429664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057780187,0.00002328527,0.00059328676,0.00012861795,0.000014239785,0.00011343039,0.00014976581,0.9567534,0.022446852,0.009871789,0.00024718407,0.009600382],"study_design_scores_gemma":[0.00001026213,0.00004659754,0.0003554522,0.000019011268,0.000009057359,0.00006226223,0.00003605589,0.9871307,0.006442233,0.0016140741,0.004258852,0.000015485071],"about_ca_topic_score_codex":0.007951002,"about_ca_topic_score_gemma":0.004923797,"teacher_disagreement_score":0.007951002,"about_ca_system_score_codex":0.0009114363,"about_ca_system_score_gemma":0.0011056941,"threshold_uncertainty_score":0.015809417},"labels":[],"label_agreement":null},{"id":"W2041045994","doi":"10.1051/meca/2010020","title":"Automatic modification retrieval between CAD parts","year":2010,"lang":"en","type":"article","venue":"Mécanique & Industries","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":4,"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 Trois-Rivières","funders":"","keywords":"CAD; Process (computing); Computer science; Engineering drawing; Computer Aided Design; Frame (networking); Finite element method; Engineering design process; Design process; Engineering; Work in process; Mechanical engineering; Programming language","score_opus":0.023198164761292866,"score_gpt":0.2385197970460591,"score_spread":0.21532163228476625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041045994","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":[0.04102923,0.00069257675,0.9431481,0.000061043174,0.00012780544,0.00026288704,0.00019804714,0.008945181,0.005535177],"genre_scores_gemma":[0.26785374,0.000546673,0.7195943,0.00009413585,0.00005079547,0.00018342756,0.0016386294,0.0018007483,0.008237518],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978283,0.00028531344,0.00013819085,0.0005923966,0.0010089333,0.00014678681],"domain_scores_gemma":[0.9979151,0.000573571,0.00021871926,0.00090165914,0.00033897522,0.000051982992],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010505074,0.0015533603,0.0020806368,0.0037122772,0.0007751893,0.001923139,0.0022610712,0.001376549,0.0064351563],"category_scores_gemma":[0.0046165744,0.0009553805,0.0012914957,0.0023265071,0.00076743134,0.0019280463,0.0020118696,0.0008534702,0.0031021673],"study_design_candidate":"simulation_or_modeling","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":[0.00048275967,0.00007487206,0.0013586425,0.00043011754,0.0000667315,0.00061641063,0.00060282607,0.016653018,0.11881203,0.00661359,0.0036507817,0.8506382],"study_design_scores_gemma":[0.00013903907,0.00056101615,0.010070354,0.00016607552,0.000279295,0.0032304947,0.00057022925,0.52224463,0.36347404,0.01480806,0.08420773,0.00024900117],"about_ca_topic_score_codex":0.0018031655,"about_ca_topic_score_gemma":0.0014184761,"teacher_disagreement_score":0.0064351563,"about_ca_system_score_codex":0.0006963146,"about_ca_system_score_gemma":0.00078605977,"threshold_uncertainty_score":0.021527767},"labels":[],"label_agreement":null},{"id":"W2102362241","doi":"10.1051/meca/2010032","title":"Solutions analytiques de problèmes de contact en grandes déformations","year":2010,"lang":"fr","type":"article","venue":"Mécanique & Industries","topic":"Contact Mechanics and Variational Inequalities","field":"Computer Science","cited_by":2,"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 Laval","funders":"","keywords":"Humanities; Philosophy; Physics","score_opus":0.05685472047149328,"score_gpt":0.2964568183620057,"score_spread":0.23960209789051243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102362241","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":[0.044894245,0.0005893279,0.94297326,0.0005075931,0.00007416474,0.00005161875,0.00008360989,0.00009012597,0.01073601],"genre_scores_gemma":[0.7341162,0.0021835407,0.23986171,0.00027601235,0.000121079844,0.00033548637,0.00028541178,0.00025205885,0.022568392],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9989968,0.00027847625,0.000051288516,0.00022458012,0.00034574233,0.000103094404],"domain_scores_gemma":[0.9971998,0.0020250464,0.00023140102,0.00017424772,0.00030339303,0.00006617174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002029678,0.0013323271,0.0009532879,0.0013813686,0.0008905593,0.0023092972,0.00094387284,0.0019773592,0.003943209],"category_scores_gemma":[0.006258833,0.00060225854,0.0016832605,0.000653838,0.0027238543,0.0022066871,0.0021051222,0.0025166892,0.0004594692],"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":[0.00009738552,0.00005976437,0.0015051013,0.00041569924,0.00007543377,0.00021413877,0.00065352,0.563863,0.017671453,0.38977578,0.0006056379,0.0250631],"study_design_scores_gemma":[0.000008410337,0.00005081785,0.0003804392,0.0000620339,0.000016486627,0.000086426604,0.00019582285,0.89750755,0.005984789,0.09256365,0.0031208452,0.000022820233],"about_ca_topic_score_codex":0.0047643026,"about_ca_topic_score_gemma":0.0033690229,"teacher_disagreement_score":0.0047643026,"about_ca_system_score_codex":0.0013953927,"about_ca_system_score_gemma":0.0014298803,"threshold_uncertainty_score":0.013191342},"labels":[],"label_agreement":null},{"id":"W2110649380","doi":"10.1051/meca:2004030","title":"Modélisation des familles de produits : État de l'art","year":2004,"lang":"fr","type":"article","venue":"Mécanique & Industries","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Humanities; Philosophy","score_opus":0.023444967924885842,"score_gpt":0.22275605883284852,"score_spread":0.19931109090796267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2110649380","genre_codex":"methods","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0120833395,0.0044576908,0.97002137,0.0014058842,0.00012811412,0.00011869475,0.0002036371,0.00054438715,0.011036849],"genre_scores_gemma":[0.16645084,0.013263603,0.79867965,0.00040744344,0.0002461932,0.000595922,0.0007495115,0.00071931386,0.01888758],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99665594,0.0009976842,0.00021940997,0.00055778946,0.0014186411,0.00015057134],"domain_scores_gemma":[0.9961743,0.0018064748,0.00017901455,0.0012360571,0.0005321678,0.00007211063],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0046792035,0.0010404909,0.0009997602,0.0017150439,0.0013281014,0.007751498,0.0036719576,0.0032191777,0.0041904277],"category_scores_gemma":[0.008004524,0.001336229,0.002664205,0.0027835828,0.004091737,0.010428766,0.0026663498,0.0028791695,0.0013959676],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000103450126,0.00009184352,0.0024215912,0.0010935847,0.00013015831,0.00046101035,0.003349977,0.220307,0.007561384,0.54610556,0.0029625988,0.21541184],"study_design_scores_gemma":[0.000038192426,0.00017920048,0.0011726801,0.00088711816,0.00015274975,0.0010494178,0.0012133577,0.5406128,0.01129382,0.26277226,0.18049653,0.00013191569],"about_ca_topic_score_codex":0.008783981,"about_ca_topic_score_gemma":0.0051269163,"teacher_disagreement_score":0.008783981,"about_ca_system_score_codex":0.0021567692,"about_ca_system_score_gemma":0.0024079129,"threshold_uncertainty_score":0.024746299},"labels":[],"label_agreement":null},{"id":"W2118046950","doi":"10.1051/meca/2011140","title":"Exploitation des études de capabilité dans le calcul statistique des tolérances géométriques de localisation","year":2011,"lang":"fr","type":"article","venue":"Mécanique & Industries","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Humanities; Physics; Philosophy","score_opus":0.042101765694823295,"score_gpt":0.23778509289071909,"score_spread":0.1956833271958958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2118046950","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":[0.037151307,0.00023559267,0.9602663,0.00006592182,0.000014052227,0.000020332525,0.000044989254,0.0004252701,0.0017761351],"genre_scores_gemma":[0.58130616,0.00045674882,0.414341,0.00004340324,0.000013971103,0.00011710531,0.00014142242,0.00030852505,0.003271559],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851865,0.00029267676,0.00007497968,0.0002491044,0.0007834181,0.00008107414],"domain_scores_gemma":[0.9953467,0.002932394,0.000411748,0.0006233955,0.0006491527,0.00003658729],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021280928,0.0010855399,0.00085637416,0.0015450845,0.00055082055,0.0014762826,0.0009257557,0.0010902642,0.0022044028],"category_scores_gemma":[0.007044841,0.00076255656,0.001193758,0.0013585965,0.001071471,0.0011657487,0.0008477043,0.0012868195,0.00051948975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015316218,0.000059655493,0.0044618263,0.00033003808,0.00010494536,0.00012025277,0.00050883135,0.78378,0.06109953,0.013562935,0.00027510952,0.1355438],"study_design_scores_gemma":[0.000018360955,0.00013360067,0.003950846,0.000049160324,0.000044666835,0.0001755923,0.00011228887,0.91299886,0.07016263,0.008547971,0.0037291667,0.00007687853],"about_ca_topic_score_codex":0.0049087517,"about_ca_topic_score_gemma":0.006612122,"teacher_disagreement_score":0.0049087517,"about_ca_system_score_codex":0.0010326608,"about_ca_system_score_gemma":0.0011739435,"threshold_uncertainty_score":0.011254549},"labels":[],"label_agreement":null},{"id":"W2134821304","doi":"10.1051/meca/2011146","title":"Contribution à l’automatisation des analyses par éléments-finis multidimensionnelles","year":2011,"lang":"fr","type":"article","venue":"Mécanique & Industries","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","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 Trois-Rivières","funders":"","keywords":"Humanities; Physics; Philosophy","score_opus":0.19255446119365416,"score_gpt":0.3648058839321026,"score_spread":0.17225142273844846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134821304","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":[0.011730129,0.00022921096,0.9857086,0.00009083153,0.000043766955,0.000030932795,0.00005044642,0.00049872516,0.0016174198],"genre_scores_gemma":[0.11927301,0.00039882783,0.8747704,0.000055306824,0.000032537213,0.000105495696,0.0002110438,0.00035938522,0.0047940197],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979214,0.000411206,0.00014412584,0.00037496263,0.0010551941,0.00009308996],"domain_scores_gemma":[0.99674976,0.0015333729,0.00019676106,0.00068936835,0.00078511983,0.000045562334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001267222,0.0011083906,0.0012423836,0.0011308985,0.0010215256,0.0022963216,0.001106194,0.001458643,0.00478174],"category_scores_gemma":[0.003706376,0.00080834003,0.0017872875,0.0008171269,0.0009748204,0.001536196,0.0012790145,0.0017016067,0.001402676],"study_design_candidate":"simulation_or_modeling","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":[0.00018850088,0.00013750858,0.004643344,0.0009008668,0.00025440013,0.00031694685,0.00086911826,0.3279576,0.13778023,0.036538087,0.0017670889,0.48864633],"study_design_scores_gemma":[0.000040809373,0.000112106776,0.0023371777,0.000107954525,0.000090097514,0.000401337,0.00020591333,0.81728625,0.11790542,0.020110711,0.041314557,0.00008772809],"about_ca_topic_score_codex":0.0048448076,"about_ca_topic_score_gemma":0.0058924346,"teacher_disagreement_score":0.0048448076,"about_ca_system_score_codex":0.0008891404,"about_ca_system_score_gemma":0.0022006722,"threshold_uncertainty_score":0.015996575},"labels":[],"label_agreement":null}]}