{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":2,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":2,"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"},"query_hash":"1cdfd571bd1a","filters":{"venue":"Managing Global Transitions"}},"results":[{"id":"W1531495528","doi":"","title":"Unexpected Learning by Neophyte Principals: Factors Related to Success of First Year Principals in Schools","year":2003,"lang":"en","type":"article","venue":"Managing Global Transitions","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Principal (computer security); Psychology; Administration (probate law); Rural area; Pedagogy; Medical education; Political science; Medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.01916717878567193,"gpt":0.2554575428584076,"spread":0.2362903640727357,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001639693,0.0001205258,0.0001671456,0.00003823567,0.0002384085,0.0000378457,0.0001478445,0.00004902806,0.0002178739],"category_scores_gemma":[0.0001652973,0.00006804669,0.00005272736,0.001885528,0.00004062163,0.0001245923,0.0000237654,0.0001233219,0.00003215126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009877526,"about_ca_system_score_gemma":0.00001164901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000455664,"about_ca_topic_score_gemma":0.0007602317,"domain_scores_codex":[0.9989625,0.00007416878,0.000306658,0.0002420146,0.0001824022,0.0002322847],"domain_scores_gemma":[0.9996292,0.00006757784,0.00006925605,0.00005120362,0.0001203189,0.00006243289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001347827,0.0003809037,0.9281024,0.00002175202,0.00007681872,0.000003311683,0.001061099,0.003888753,0.003786527,0.0607538,0.001564768,0.0003463597],"study_design_scores_gemma":[0.0002458461,0.00008575209,0.9604578,0.0001153954,0.00002156709,0.000001427842,0.01058843,0.00003305094,0.0003644626,0.002433424,0.02536599,0.0002868283],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864696,0.00005441766,0.00003637313,0.003258423,0.0001038421,0.000225008,0.0001220546,0.00006598133,0.009664285],"genre_scores_gemma":[0.9992541,0.00001323443,0.0002799311,0.00004703906,0.000009046069,0.00002381281,0.00009078779,0.000001078815,0.0002809764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05832037,"threshold_uncertainty_score":0.2774864,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1586392889","doi":"","title":"Cultural Diversity, Competencies and Behaviour: Workforce Adaptation of Minorities","year":2007,"lang":"en","type":"article","venue":"Managing Global Transitions","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Workforce; Acculturation; Diversity (politics); Government (linguistics); Multiculturalism; Ethnic group; Public relations; Population; Cultural diversity; Citizenship; Race (biology); Business; Globalization; Political science; Economic growth; Sociology; Gender studies; Economics","retraction":null,"screen_n_in":null,"score":{"opus":0.06306308547845924,"gpt":0.319804404325372,"spread":0.2567413188469128,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001973565,0.00008105901,0.0000955376,0.00006576882,0.0002461069,0.00001543081,0.00006977908,0.00003711921,0.0001086855],"category_scores_gemma":[0.000003236416,0.00008654439,0.00004034616,0.0001991755,0.0001061871,0.0001206042,0.00003638584,0.00004555067,0.00001071041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003930292,"about_ca_system_score_gemma":0.000007631606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006270251,"about_ca_topic_score_gemma":0.0008222098,"domain_scores_codex":[0.9993429,0.00002715692,0.0001668517,0.0001355344,0.0001624792,0.0001651196],"domain_scores_gemma":[0.9997418,0.00002636158,0.00004134537,0.00007574521,0.00007624658,0.00003852577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000146359,0.0002132517,0.6669967,0.00006010699,0.0001467433,0.00003412509,0.06336784,0.0003623964,0.0001471194,0.2149516,0.001210447,0.0523633],"study_design_scores_gemma":[0.000458336,0.00004225031,0.9636439,0.00003729148,0.0000926517,0.0000181229,0.03182441,0.0002022552,0.00001118549,0.00325428,0.0002873369,0.000127955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355792,0.0004389666,0.02867149,0.0004280892,0.0003184513,0.0001231333,0.00002701676,0.00005239777,0.03436123],"genre_scores_gemma":[0.9974693,0.00001403009,0.002081104,0.00005050453,0.00002509005,0.000002784017,0.00004467224,0.000002778422,0.0003097401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2966472,"threshold_uncertainty_score":0.3529178,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}