{"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":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5410716,0.002063986,0.4437635,0.008857322,0.0015208102,0.0004731976,0.00014682546,0.000857274,0.0012454935],"genre_scores_gemma":[0.98582256,0.00025775292,0.010318189,0.00013963594,0.0013043312,0.00026645442,0.0001370499,0.00011042046,0.0016436344],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981864,0.0001111951,0.00046927418,0.00037365494,0.00016776986,0.0006916856],"domain_scores_gemma":[0.9987173,0.000294984,0.00013025464,0.00045601797,0.00014355443,0.00025789216],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00055794226,0.00042913458,0.00033884487,0.00022120471,0.00026341144,0.00010674237,0.00035297932,0.0014631489,0.0002934425],"category_scores_gemma":[0.00045596642,0.0005053219,0.00008343661,0.0005509893,0.00020312364,0.00046497508,0.000051009905,0.0019207586,0.00007004119],"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":[0.000047801437,0.00016113403,0.041009065,0.00050741475,0.00021461377,0.00002569077,0.003120828,0.60011595,0.08458632,0.14497827,0.0161213,0.10911161],"study_design_scores_gemma":[0.0006998461,0.00007819803,0.10203911,0.0002813204,0.00016894803,0.00031332482,0.00032194142,0.5118747,0.16562101,0.0076591717,0.20982881,0.001113641],"about_ca_topic_score_codex":0.0023845448,"about_ca_topic_score_gemma":0.002069655,"teacher_disagreement_score":0.44475093,"about_ca_system_score_codex":0.00031384008,"about_ca_system_score_gemma":0.0006405255,"threshold_uncertainty_score":0.99983317},"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":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99255943,0.000024138928,0.0043095057,0.00018108536,0.0002918765,0.0001647798,0.000016977725,0.00073159015,0.0017206356],"genre_scores_gemma":[0.99859184,0.000012288205,0.0008223616,0.00001592901,0.00022785123,0.000017073202,0.00006354044,0.000029774625,0.00021935791],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99933904,0.000011676909,0.00020081713,0.00012984917,0.00013160879,0.0001870173],"domain_scores_gemma":[0.99959946,0.0000393599,0.000039629987,0.00020756687,0.000040503845,0.00007350444],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013408312,0.00013106775,0.00013678911,0.000069524445,0.00008559809,0.00007995053,0.0001281446,0.00024741335,0.00019010574],"category_scores_gemma":[0.00007559148,0.00013192059,0.00001980596,0.000165967,0.00003083683,0.00018414366,0.00001535329,0.0004219406,0.000022677888],"study_design_candidate":"bench_or_experimental","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":[0.000038631388,0.0001498611,0.12728183,0.0015324842,0.00038995343,0.000023481727,0.00571913,0.13656396,0.012691269,0.01221021,0.038783405,0.6646158],"study_design_scores_gemma":[0.0005304829,0.00006759265,0.19408295,0.000113539594,0.00009144981,0.000011189454,0.000102165366,0.07980795,0.6677827,0.0017514096,0.05462803,0.001030506],"about_ca_topic_score_codex":0.00006434891,"about_ca_topic_score_gemma":0.000027015109,"teacher_disagreement_score":0.6635853,"about_ca_system_score_codex":0.000032786105,"about_ca_system_score_gemma":0.00003098163,"threshold_uncertainty_score":0.53795654},"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":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.095753565,0.001088671,0.7954113,0.098073065,0.0021357392,0.00065779267,0.00039731018,0.00040636057,0.006076202],"genre_scores_gemma":[0.9753034,0.00025497907,0.014522928,0.00085592945,0.00067683426,0.00012064489,0.00003553578,0.000022560787,0.008207165],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977181,0.0003914472,0.0005076484,0.00030701375,0.00028177406,0.0007939917],"domain_scores_gemma":[0.99800223,0.0005995864,0.00021909285,0.00044578654,0.00045981348,0.00027346754],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018651104,0.0002856552,0.00029581983,0.00020754903,0.00066252035,0.00086204294,0.000672837,0.0005586954,0.00039735693],"category_scores_gemma":[0.0007767436,0.00030769035,0.00013798843,0.00051408226,0.000070016424,0.0014862104,0.0002456077,0.001146099,0.000033447624],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062179915,0.000105324434,0.0016210661,0.00003408806,0.00007517652,0.000009974997,0.008563482,0.000027331103,0.0028738894,0.972605,0.008256839,0.005821602],"study_design_scores_gemma":[0.00081763766,0.00044358845,0.026314734,0.00041546908,0.00019332058,0.0003448779,0.0022384212,0.10743712,0.031607818,0.3680408,0.4609619,0.0011843222],"about_ca_topic_score_codex":0.008651939,"about_ca_topic_score_gemma":0.007332179,"teacher_disagreement_score":0.87954986,"about_ca_system_score_codex":0.00030785805,"about_ca_system_score_gemma":0.003082636,"threshold_uncertainty_score":0.99993753},"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":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9285881,0.005474091,0.015302672,0.033192914,0.0012521098,0.0008778054,0.0000110266965,0.00042753541,0.01487375],"genre_scores_gemma":[0.96608526,0.0004972646,0.0023368497,0.001901555,0.0022072978,0.00009667184,0.00016524328,0.000077333694,0.02663253],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981554,0.000045677047,0.00038410502,0.00041583343,0.0002708414,0.00072811294],"domain_scores_gemma":[0.9990045,0.00002365347,0.00023248355,0.00023431063,0.00045849147,0.0000465723],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00078047713,0.00033682946,0.0002468722,0.0002501524,0.0005295843,0.0006785271,0.0002650587,0.00037798902,0.00026683186],"category_scores_gemma":[0.00085261464,0.0003772947,0.00005840189,0.0009905357,0.0002966611,0.0025622624,0.00013457691,0.000370487,0.00038351628],"study_design_candidate":"not_applicable","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":[0.00022131694,0.00072566286,0.3668442,0.0018496084,0.0002810738,0.00012624504,0.008674347,0.01910966,0.00382114,0.21470402,0.20695236,0.17669035],"study_design_scores_gemma":[0.002157341,0.00006507525,0.1209957,0.0019511001,0.00034085716,0.000051057672,0.002912805,0.0010875491,0.048273344,0.1060063,0.7146038,0.0015551138],"about_ca_topic_score_codex":0.001023998,"about_ca_topic_score_gemma":0.00035465154,"teacher_disagreement_score":0.5076514,"about_ca_system_score_codex":0.0007474846,"about_ca_system_score_gemma":0.0008421155,"threshold_uncertainty_score":0.9998679},"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":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47665206,0.0016514413,0.5182796,0.00017399095,0.00013022881,0.00023079732,0.00004541537,0.0002584365,0.0025780322],"genre_scores_gemma":[0.8909026,0.0014927171,0.106096074,0.000049430262,0.00015386134,0.0001740158,0.0000415332,0.00007941361,0.0010103695],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9981065,0.00027441033,0.00047608156,0.00033253763,0.00017556934,0.00063489395],"domain_scores_gemma":[0.9990517,0.00013778574,0.00013421728,0.00021958104,0.0002485745,0.00020813264],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006062051,0.00036492306,0.00029590886,0.0001364945,0.00037896435,0.00016494776,0.0002211654,0.0004994159,0.0002488168],"category_scores_gemma":[0.00036621199,0.0004225898,0.00006090511,0.00033279424,0.00069812004,0.001114436,0.000035450834,0.0004208118,0.0000074840095],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014918599,0.00043422641,0.103370234,0.0036669376,0.00026970942,0.0000717604,0.22382663,0.2747149,0.0027989913,0.18271634,0.001418646,0.20656246],"study_design_scores_gemma":[0.0004831846,0.00031032742,0.08290564,0.0009898349,0.00011936172,0.000042407286,0.013748183,0.015839802,0.8102004,0.07079283,0.0036830693,0.00088495115],"about_ca_topic_score_codex":0.03867053,"about_ca_topic_score_gemma":0.013240036,"teacher_disagreement_score":0.8074014,"about_ca_system_score_codex":0.0009914873,"about_ca_system_score_gemma":0.0006169487,"threshold_uncertainty_score":0.9998226},"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":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1869794,0.003266073,0.8063997,0.00031499658,0.0009298299,0.00041792748,0.00008802847,0.00043152858,0.0011725066],"genre_scores_gemma":[0.50213856,0.0002785737,0.49707353,0.00004984132,0.00013956551,0.00005269018,0.000027048167,0.00005281459,0.00018736822],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.997628,0.0003683985,0.0007788425,0.00034392028,0.00033367905,0.00054716785],"domain_scores_gemma":[0.99779254,0.0009647333,0.00027014455,0.00032275816,0.0004504143,0.00019938144],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048159456,0.00042656617,0.00051235914,0.00015246638,0.00031032157,0.00005472813,0.00020238815,0.0004464679,0.0005516602],"category_scores_gemma":[0.0021077232,0.00045806036,0.00011470573,0.0006840323,0.00051956176,0.00053973723,0.00009652225,0.00050886476,0.00013315909],"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":[0.00017014173,0.0013590173,0.019094069,0.0012568271,0.0016046906,0.00015879533,0.019587688,0.13525216,0.020064903,0.29652724,0.0053431937,0.49958128],"study_design_scores_gemma":[0.0008551261,0.00030773177,0.032865826,0.00097216864,0.0003649072,0.00006201279,0.0013172367,0.085256696,0.44290873,0.42891347,0.005145742,0.0010303429],"about_ca_topic_score_codex":0.00040316864,"about_ca_topic_score_gemma":0.000025260502,"teacher_disagreement_score":0.49855092,"about_ca_system_score_codex":0.00049358414,"about_ca_system_score_gemma":0.000110743415,"threshold_uncertainty_score":0.9997871},"labels":[],"label_agreement":null}]}