{"meta":{"query_hash":"7237d61e295d","filters":{"venue":"Mathématiques et sciences humaines"},"cohort_total":5,"direct_labels_cover":0,"predictions_cover":5,"exported":5,"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/7237d61e295d","api":"https://metacan.xera.ac/api/v1/cohort?venue=Math%C3%A9matiques+et+sciences+humaines"},"results":[{"id":"W1008391273","doi":"10.4000/msh.12149","title":"Avant-propos. Catégories, classification, complexité, consensus… Autour des travaux de Jean-Pierre Barthélemy","year":2012,"lang":"fr","type":"article","venue":"Mathématiques et sciences humaines","topic":"Political and Social Issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; Mathematics","score_opus":0.128442089103123,"score_gpt":0.38734183430216546,"score_spread":0.25889974519904246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1008391273","genre_codex":"other","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041354515,0.15777144,0.12712975,0.22671886,0.00580961,0.0001527732,0.0009152368,0.00046775397,0.43968004],"genre_scores_gemma":[0.6469504,0.04204079,0.06933264,0.010193227,0.005265844,0.00040700994,0.0009360636,0.0003594698,0.22451445],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99697435,0.0012480118,0.00010962439,0.00079806737,0.000673424,0.00019654131],"domain_scores_gemma":[0.9956169,0.0024470503,0.00031713195,0.00032245432,0.0009724601,0.00032403172],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0037637365,0.0007715163,0.0006857903,0.003261738,0.004874488,0.009181857,0.0007638701,0.0021445875,0.0064741573],"category_scores_gemma":[0.007243499,0.0004136172,0.00057490566,0.00356171,0.012327888,0.006727589,0.0026041374,0.0037681407,0.002371825],"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":[0.000025875583,0.000010421224,0.00085623673,0.00009795143,0.000011929059,0.00008276128,0.01030366,0.00028892947,0.00015222073,0.91032404,0.038035847,0.0398101],"study_design_scores_gemma":[0.0000078335215,0.000016750653,0.0022305478,0.00028024818,0.000009972421,0.00023054951,0.0038683657,0.0011736341,0.00029355267,0.44066557,0.55118275,0.000040186485],"about_ca_topic_score_codex":0.02816098,"about_ca_topic_score_gemma":0.018703077,"teacher_disagreement_score":0.02816098,"about_ca_system_score_codex":0.008459606,"about_ca_system_score_gemma":0.0032975744,"threshold_uncertainty_score":0.061379075},"labels":[],"label_agreement":null},{"id":"W1524382161","doi":"10.4000/msh.2975","title":"Anders Hald, \"A History of Mathematical Statistics from 1750 to 1930\", New-York-Chicheste-Weinhei-Brisban-Singapor-Toronto, John Willey & Sons, Inc., 1998","year":2005,"lang":"en","type":"article","venue":"Mathématiques et sciences humaines","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":67,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sociology","score_opus":0.22485996254445756,"score_gpt":0.41324107236292756,"score_spread":0.18838110981847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1524382161","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00043327935,0.9388931,0.010767053,0.028127257,0.005849506,0.000019890233,0.0005894487,0.00014497699,0.01517551],"genre_scores_gemma":[0.0232577,0.9069654,0.012519779,0.010786261,0.009491494,0.000103947976,0.000653104,0.00032008113,0.035902213],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967535,0.0014244653,0.00031325806,0.00038789283,0.0009928849,0.00012805988],"domain_scores_gemma":[0.991812,0.006327611,0.0002767565,0.00018993135,0.0011683651,0.00022532462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0051412084,0.0016852138,0.001366626,0.007474575,0.0017284622,0.003238639,0.0013126795,0.0021470452,0.009823184],"category_scores_gemma":[0.012668992,0.0008544026,0.0005248387,0.008129509,0.007522085,0.007236846,0.001582284,0.0043911627,0.0060314834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008977789,0.000026211957,0.0007211816,0.0009109851,0.000043752538,0.0001387573,0.0013467878,0.0007746497,0.0000977238,0.22968778,0.6617113,0.10445104],"study_design_scores_gemma":[0.000016076683,0.0000152863,0.0015959876,0.0011139966,0.00001355605,0.00015108446,0.00033197002,0.00029184515,0.00020578253,0.13569859,0.86052024,0.00004554081],"about_ca_topic_score_codex":0.025840674,"about_ca_topic_score_gemma":0.035904083,"teacher_disagreement_score":0.025840674,"about_ca_system_score_codex":0.0059986063,"about_ca_system_score_gemma":0.004300619,"threshold_uncertainty_score":0.051380515},"labels":[],"label_agreement":null},{"id":"W274733052","doi":"10.4000/msh.2945","title":"Histoire de martingales","year":2005,"lang":"fr","type":"article","venue":"Mathématiques et sciences humaines","topic":"Linguistics and language evolution","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Etymology; Linguistics; Martingale (probability theory); Listing (finance); Word (group theory); Mathematics; Computer science; Philosophy; Economics; Statistics","score_opus":0.029293026967973635,"score_gpt":0.2882412176192824,"score_spread":0.25894819065130875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W274733052","genre_codex":"other","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":[0.017182842,0.023401285,0.06205197,0.014734016,0.0073469803,0.000044855733,0.00059536594,0.00030581225,0.87433684],"genre_scores_gemma":[0.5079046,0.01626517,0.017153537,0.004377473,0.0061626625,0.00018718479,0.0003850586,0.0004092912,0.447155],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995264,0.00021236387,0.000014729688,0.00008403572,0.000100802674,0.000061689636],"domain_scores_gemma":[0.9996612,0.0001882221,0.000023082255,0.00004095935,0.00007002218,0.000016453785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090854376,0.00038929126,0.00023113395,0.0009415501,0.0010499345,0.002014973,0.0003381072,0.0006498199,0.012236421],"category_scores_gemma":[0.0019459976,0.00017001176,0.00045675045,0.0005005856,0.004173739,0.0016973895,0.0009240637,0.0029887622,0.002427847],"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":[0.000007422275,0.0000016695635,0.000042258856,0.00002178187,0.0000035610767,0.000037444344,0.00025211123,0.00008679683,0.00015139917,0.9909685,0.0054309494,0.0029960305],"study_design_scores_gemma":[0.00001342664,0.000017793907,0.0007453911,0.000067737725,0.000005745743,0.00036075845,0.0002782672,0.00043808878,0.0006516557,0.37689593,0.62051374,0.000011437599],"about_ca_topic_score_codex":0.0031685624,"about_ca_topic_score_gemma":0.0027065163,"teacher_disagreement_score":0.012236421,"about_ca_system_score_codex":0.0017643321,"about_ca_system_score_gemma":0.00045272734,"threshold_uncertainty_score":0.04093492},"labels":[],"label_agreement":null},{"id":"W347166488","doi":"10.4000/msh.2853","title":"L'argumentation statistique dans la politique sociale","year":2001,"lang":"fr","type":"article","venue":"Mathématiques et sciences humaines","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Ambiguity; Argumentation theory; Politics; Political science; Positive economics; Epistemology; Welfare economics; Sociology; Law; Economics; Philosophy; Linguistics","score_opus":0.11758728704164213,"score_gpt":0.5037006932776327,"score_spread":0.38611340623599055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W347166488","genre_codex":"commentary","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":[0.010670535,0.034718733,0.2766813,0.53627026,0.0069855493,0.0000745461,0.0005186857,0.0003500676,0.13373026],"genre_scores_gemma":[0.6685433,0.03592462,0.1504519,0.07030631,0.037980266,0.0012533326,0.0005643892,0.000775189,0.034200646],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.90282506,0.07342096,0.002607103,0.005646712,0.013398803,0.0021014342],"domain_scores_gemma":[0.8582695,0.12614383,0.0037605525,0.0060384087,0.004729131,0.0010586014],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06879963,0.0015087654,0.0037942592,0.004932358,0.0057424577,0.023467967,0.0029390766,0.0141260335,0.0051144282],"category_scores_gemma":[0.07692609,0.0010596899,0.0038009626,0.005636163,0.06295435,0.019269416,0.006546725,0.03010232,0.0013991366],"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":[0.000004650965,0.0000034099826,0.000039289273,0.000029211404,0.000017650658,0.000018772515,0.00047668527,0.0002943696,0.000029818953,0.9965413,0.0012981124,0.0012466331],"study_design_scores_gemma":[0.000024544775,0.000010121418,0.0001519481,0.000097652715,0.000008352723,0.000042553635,0.0002181764,0.0015773628,0.00006292534,0.9454616,0.052325487,0.000019230227],"about_ca_topic_score_codex":0.013143141,"about_ca_topic_score_gemma":0.006394813,"teacher_disagreement_score":0.06879963,"about_ca_system_score_codex":0.01666082,"about_ca_system_score_gemma":0.008671443,"threshold_uncertainty_score":0.36385155},"labels":[],"label_agreement":null},{"id":"W90305737","doi":"10.4000/msh.2922","title":"Annexe bibliographique sur la théorie du choix social","year":2003,"lang":"fr","type":"article","venue":"Mathématiques et sciences humaines","topic":"Game Theory and Voting Systems","field":"Economics, Econometrics and Finance","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":"Bibliographical Society of Canada","funders":"","keywords":"Appendix; Mathematical economics; Calculus (dental); Sociology; Computer science; Mathematics; Geology; Medicine","score_opus":0.037897300215606694,"score_gpt":0.2729537897314535,"score_spread":0.23505648951584682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W90305737","genre_codex":"other","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":[0.0016679595,0.35485512,0.014405344,0.020864394,0.01486406,0.0000986653,0.0073109223,0.0008342581,0.5850992],"genre_scores_gemma":[0.050699737,0.5664878,0.0164434,0.008624904,0.017597828,0.00058558356,0.018538749,0.0009725752,0.3200495],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99881256,0.0002963648,0.000125472,0.00018141815,0.0004933541,0.00009092885],"domain_scores_gemma":[0.99679357,0.0015477756,0.00017969662,0.00028034145,0.0011023803,0.00009627167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010248716,0.0009605263,0.0014495109,0.010954803,0.0024424095,0.0044899764,0.0012430069,0.0019461976,0.10930909],"category_scores_gemma":[0.0057006995,0.0005131593,0.0009243287,0.015857523,0.0021454622,0.004381731,0.0011535957,0.0037175473,0.027327891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054514283,0.00005067971,0.00039271702,0.002720571,0.00007973084,0.00023222258,0.0006002213,0.0009214151,0.00046925843,0.3693606,0.51611423,0.10900381],"study_design_scores_gemma":[0.0000073752385,0.000007092414,0.00055941055,0.0010852559,0.000017049842,0.00016878621,0.00008929288,0.000113867805,0.00011259413,0.029853491,0.9679739,0.000011900324],"about_ca_topic_score_codex":0.022573905,"about_ca_topic_score_gemma":0.014883016,"teacher_disagreement_score":0.10930909,"about_ca_system_score_codex":0.004734009,"about_ca_system_score_gemma":0.0037854519,"threshold_uncertainty_score":0.36567533},"labels":[],"label_agreement":null}]}