{"meta":{"query_hash":"561c64ef396c","filters":{"venue":"SAM Advanced Management Journal"},"cohort_total":1,"direct_labels_cover":0,"predictions_cover":1,"exported":1,"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/561c64ef396c","api":"https://metacan.xera.ac/api/v1/cohort?venue=SAM+Advanced+Management+Journal"},"results":[{"id":"W4400567944","doi":"10.1108/samamj-05-2024-0012","title":"Brain drain incidence and health-care infrastructural deficit challenges: the role of capacity development among “JAPA” physicians in Nigeria","year":2024,"lang":"en","type":"article","venue":"SAM Advanced Management Journal","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":7,"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":"Brain drain; Incidence (geometry); Neurological deficit; Business; Environmental health; Medicine; Development economics; Economics; Surgery","score_opus":0.02037537801127641,"score_gpt":0.24918329195117,"score_spread":0.22880791393989358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400567944","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":[0.9244274,0.063466206,0.0016315248,0.0037059023,0.00079038687,0.00062613346,0.000021420272,0.000030730505,0.0053003267],"genre_scores_gemma":[0.99380094,0.0036729476,0.0020767434,0.00021856837,0.00009064953,0.000028190036,0.0000027887777,0.000020087979,0.00008907727],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9982983,0.000040491523,0.00088377437,0.00030376663,0.00009312931,0.0003805632],"domain_scores_gemma":[0.9993265,0.000022251224,0.00036154166,0.00018154355,0.000026713285,0.000081447484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011475323,0.00016683865,0.00037143985,0.00029100932,0.00019477007,0.00008119156,0.00021194197,0.00005388078,0.000013786191],"category_scores_gemma":[0.000018936602,0.00012600001,0.000067114124,0.00024186616,0.00007003543,0.0003300465,0.000094938165,0.0003462856,0.000008953742],"study_design_candidate":"design_other","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":[0.000011331915,0.000020910134,0.017991474,0.0010499835,0.00009547786,0.000016240288,0.03824815,0.00031889798,0.000013278768,0.056897875,0.000037544556,0.88529885],"study_design_scores_gemma":[0.00084219617,0.0001867224,0.7368854,0.0018252535,0.0000032026646,0.000044040225,0.060697768,0.00044753548,0.000050689592,0.100554265,0.097960465,0.00050241535],"about_ca_topic_score_codex":0.00018007736,"about_ca_topic_score_gemma":0.00171231,"teacher_disagreement_score":0.88479644,"about_ca_system_score_codex":0.000382835,"about_ca_system_score_gemma":0.000043537522,"threshold_uncertainty_score":0.51381314},"labels":[],"label_agreement":null}]}