{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"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":"f7584ea4c9fc","filters":{"venue":"Revue africaine de management public"}},"results":[{"id":"W4410974852","doi":"10.3917/ramap.001.0005","title":"Les leviers entrepreneuriaux de valorisation de l’image organisationnelle : l’impact procédural de la qualité des services et la satisfaction dans des administrations publiques camerounaises","year":2025,"lang":"fr","type":"article","venue":"Revue africaine de management public","topic":"Corporate Identity and Reputation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Political science; Humanities; Art","authors":[{"name":"Félix Zogning Nguimeya","is_ca":false},{"name":"Mireille Bityé Mendomo","is_ca":true},{"name":"Julien Benomar","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02135407248898911,"gpt":0.309259635269834,"spread":0.2879055627808449,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003300311,0.0004207619,0.0003387659,0.0007812128,0.001110559,0.004377346,0.0003930675,0.0002722066,0.0002902083],"category_scores_gemma":[0.0008820807,0.0004763289,0.0002287107,0.001841325,0.0004357101,0.005069866,0.0002740359,0.000343794,0.00003625006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001489291,"about_ca_system_score_gemma":0.0005320341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01191011,"about_ca_topic_score_gemma":0.006185157,"domain_scores_codex":[0.9968016,0.0008784035,0.000669174,0.0005444717,0.0002875722,0.0008188391],"domain_scores_gemma":[0.9980271,0.0004096874,0.0005901942,0.0003750448,0.0005019974,0.0000959351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004888758,0.0005300564,0.613722,0.007318172,0.000553495,0.00007310164,0.006170255,0.004505706,0.0008033645,0.3276575,0.003099575,0.03551793],"study_design_scores_gemma":[0.0007642026,0.0000436087,0.804873,0.0009078628,0.0008878274,0.00004128288,0.01406471,0.01031463,0.00008113164,0.121795,0.04572315,0.0005035262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8299614,0.001462736,0.1069607,0.0160612,0.0002562028,0.0008466346,0.00002451483,0.0004197434,0.04400691],"genre_scores_gemma":[0.9858308,0.001987029,0.006519364,0.0005805664,0.0003844546,0.000189322,0.0002927014,0.00005922077,0.004156551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2058625,"threshold_uncertainty_score":0.9997689,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}