{"meta":{"query_hash":"f0f83cca06c3","filters":{"venue":"L’Ouest Saharien"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"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/f0f83cca06c3","api":"https://metacan.xera.ac/api/v1/cohort?venue=L%E2%80%99Ouest+Saharien"},"results":[{"id":"W4285316425","doi":"10.3917/ousa.212.0015","title":"Patrimoine mondial en Afrique de l’Ouest entre défis de représentativité et de gestion : l’exemple du Mali et du Sénégal","year":2021,"lang":"fr","type":"article","venue":"L’Ouest Saharien","topic":"African Studies and Ethnography","field":"Social Sciences","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":"Francophone University Association","funders":"","keywords":"Humanities; Political science; Geography; Art","score_opus":0.012650255929072067,"score_gpt":0.29444335577417124,"score_spread":0.2817930998450992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285316425","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":[0.7536218,0.0038401776,0.0034309882,0.18393475,0.0020852443,0.00047466208,0.0004097136,0.00027025308,0.051932383],"genre_scores_gemma":[0.9789881,0.007832336,0.003457537,0.003028725,0.0025652458,0.00009053889,0.00012248517,0.00007147682,0.0038435278],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99346685,0.003112351,0.00054954336,0.0008210286,0.00059065473,0.0014595705],"domain_scores_gemma":[0.99709,0.0013659035,0.0002843595,0.00043441146,0.00026610255,0.00055922556],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0032734321,0.00046697445,0.00058090955,0.00012823872,0.001082446,0.00025155285,0.0004376387,0.00056540733,0.0009297325],"category_scores_gemma":[0.0017177676,0.00052237173,0.0004111778,0.0012821689,0.0007869502,0.0005455362,0.0004454507,0.0008335334,0.0001060871],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010223523,0.00064703973,0.5538948,0.00008947641,0.0002456656,0.0010033842,0.3249702,0.0001912127,0.00070512533,0.06535461,0.04982983,0.002966408],"study_design_scores_gemma":[0.0011994865,0.00031548133,0.3357535,0.00021248359,0.00038023252,0.00019481349,0.0675857,0.00049384614,0.0005722116,0.013450238,0.5788836,0.00095844036],"about_ca_topic_score_codex":0.044331178,"about_ca_topic_score_gemma":0.020820187,"teacher_disagreement_score":0.52905375,"about_ca_system_score_codex":0.0009109554,"about_ca_system_score_gemma":0.0014113737,"threshold_uncertainty_score":0.99998355},"labels":[],"label_agreement":null},{"id":"W4285658240","doi":"10.3917/ousa.201.0015","title":"Introduction. ‘Who are the ḥarāṭīn ?’ Asking the right questions…","year":2020,"lang":"fr","type":"article","venue":"L’Ouest Saharien","topic":"African Studies and Geopolitics","field":"Social Sciences","cited_by":3,"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; Art; Philosophy","score_opus":0.01898418867615606,"score_gpt":0.26750867190365096,"score_spread":0.2485244832274949,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285658240","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005198553,0.012050062,0.00035211322,0.8965306,0.004536868,0.0004149047,0.00007131567,0.00010952298,0.080736004],"genre_scores_gemma":[0.8670344,0.0021721353,0.00014596463,0.016670061,0.038864546,0.00006241808,0.000008581234,0.00004405033,0.07499784],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9976009,0.0005104615,0.0003313321,0.00036866515,0.000509964,0.00067868026],"domain_scores_gemma":[0.99847865,0.00044013458,0.00023442699,0.00041917755,0.00021790269,0.00020969461],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006094734,0.00023429541,0.00029682842,0.000016623582,0.0036026188,0.00022956738,0.0007152128,0.00013521519,0.0012103968],"category_scores_gemma":[0.0008937141,0.00014257056,0.0001594006,0.0009708732,0.0022891269,0.00023396758,0.00030302818,0.0005887397,0.0009297516],"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":[0.0000049771998,0.000031654057,0.0013881314,0.000016296564,0.00007313387,0.000007187607,0.043388847,0.00007248042,6.510811e-7,0.6245563,0.32852983,0.0019305305],"study_design_scores_gemma":[0.000085213935,0.000047639533,0.003315689,0.000032825676,0.0001309237,0.000004645527,0.06185138,0.00017895576,0.000006633848,0.010095438,0.92406195,0.00018869436],"about_ca_topic_score_codex":0.002389934,"about_ca_topic_score_gemma":0.0010019658,"teacher_disagreement_score":0.8798606,"about_ca_system_score_codex":0.00014726254,"about_ca_system_score_gemma":0.00016825275,"threshold_uncertainty_score":0.9998481},"labels":[],"label_agreement":null},{"id":"W4288057165","doi":"10.3917/ousa.221.0053","title":"Household Militancy","year":2022,"lang":"fr","type":"article","venue":"L’Ouest Saharien","topic":"African history and culture analysis","field":"Social Sciences","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":"Carleton University","funders":"","keywords":"Humanities; Political science; Sociology; Art","score_opus":0.024820821312414476,"score_gpt":0.24904971203453655,"score_spread":0.22422889072212207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4288057165","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13930598,0.1139961,0.00013274184,0.02504611,0.009897822,0.00046726796,0.0005535855,0.000358186,0.7102422],"genre_scores_gemma":[0.63491327,0.00019629496,0.00008436248,0.0013115321,0.0006827543,0.000056432058,0.000022032931,0.000020495254,0.36271286],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973782,0.00063039816,0.00028898666,0.00045488137,0.0007050466,0.0005425052],"domain_scores_gemma":[0.99912304,0.000078761936,0.00014453061,0.000382486,0.00004106031,0.00023012592],"candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006600463,0.00019059387,0.00028882019,0.00007104034,0.0027407492,0.00003841947,0.0006311412,0.000107308544,0.01767001],"category_scores_gemma":[0.000060215698,0.0002203802,0.00028327992,0.0014194015,0.00061052514,0.00029147379,0.00019859715,0.00049138645,0.00042822145],"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":[0.000031083393,0.0005894245,0.004971298,0.0000257691,0.00019405177,0.00017333143,0.18495375,0.0005881402,0.00006449157,0.2928035,0.5070776,0.008527613],"study_design_scores_gemma":[0.00012384985,0.00009713464,0.00050642,0.000006108659,0.00018780174,0.000004296675,0.018142922,0.000025000701,0.000005825786,0.0029157745,0.97770685,0.00027802962],"about_ca_topic_score_codex":0.002770192,"about_ca_topic_score_gemma":0.0009181997,"teacher_disagreement_score":0.49560726,"about_ca_system_score_codex":0.00071368733,"about_ca_system_score_gemma":0.00022260523,"threshold_uncertainty_score":0.99855757},"labels":[],"label_agreement":null},{"id":"W4288853980","doi":"10.3917/ousa.191.0155","title":"Le Sahara et ses hydrocarbures, pivot des relations franco-algériennes : 1954 - 1971","year":2019,"lang":"fr","type":"article","venue":"L’Ouest Saharien","topic":"African Studies and Geopolitics","field":"Social Sciences","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":"Université de Montréal","funders":"","keywords":"Humanities; Political science; Philosophy","score_opus":0.019002632989434075,"score_gpt":0.280272721379967,"score_spread":0.26127008839053295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4288853980","genre_codex":"other","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":[0.37844816,0.013166743,0.00021337035,0.01271357,0.0031252112,0.0005458186,0.00019936344,0.00018330709,0.59140444],"genre_scores_gemma":[0.8596169,0.0009870941,0.0006015935,0.0009208717,0.0007935836,0.00003169959,0.000033279306,0.000048052796,0.13696697],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967463,0.00035773034,0.000505842,0.0006312671,0.00057060603,0.0011882642],"domain_scores_gemma":[0.99810153,0.0005785625,0.00022989415,0.00051672454,0.0002140803,0.00035920404],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00059333275,0.0003867728,0.0005299572,0.00009635714,0.0016702907,0.00017566819,0.0005129866,0.00034684068,0.0014652701],"category_scores_gemma":[0.00029067387,0.00041363665,0.0002493213,0.0009318199,0.001885746,0.0007931759,0.0002938818,0.00049796735,0.0029667567],"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":[0.000012538092,0.00023309755,0.030727416,0.0000654321,0.00013393005,0.000015594242,0.06064246,0.00015482384,0.00001103226,0.8815033,0.02477133,0.0017290326],"study_design_scores_gemma":[0.00044498267,0.00017692235,0.014841109,0.00013659154,0.00010317539,0.0000065553654,0.03704057,0.00014881948,0.000017246713,0.049941894,0.896616,0.0005261727],"about_ca_topic_score_codex":0.031386666,"about_ca_topic_score_gemma":0.013514525,"teacher_disagreement_score":0.87184465,"about_ca_system_score_codex":0.00021068519,"about_ca_system_score_gemma":0.000752437,"threshold_uncertainty_score":0.99983156},"labels":[],"label_agreement":null}]}