{"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","author_layer_release":"2026-06-26"},"query_hash":"8e2bb6b50109","filters":{"venue":"Indian Journal of Continuing Nursing Education"}},"results":[{"id":"W4367339275","doi":"10.4103/ijcn.ijcn_74_22","title":"Q-Methodology as a Research Design","year":2023,"lang":"en","type":"article","venue":"Indian Journal of Continuing Nursing Education","topic":"Q Methodology Applications","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Research design; Management science; Computer science; Engineering; Sociology; Social science","authors":[{"name":"L Manoj Kumar","is_ca":true},{"name":"Rinu J. George","is_ca":false},{"name":"Jibin Kunjavara","is_ca":false},{"name":"PS Anisha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.6515607636799823,"gpt":0.6319385266876956,"spread":0.01962223699228671,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06451474,0.0001024586,0.0003411143,0.002911517,0.0002722832,0.0002165604,0.001063423,0.0001732369,0.0001637785],"category_scores_gemma":[0.06669637,0.00008818496,0.0001197792,0.003551577,0.0004295153,0.000347764,0.00003246094,0.0007093047,0.001096576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001838076,"about_ca_system_score_gemma":0.001390293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009786632,"about_ca_topic_score_gemma":0.000001935271,"domain_scores_codex":[0.9892368,0.007752929,0.001018834,0.0003055395,0.00125755,0.0004283915],"domain_scores_gemma":[0.9688178,0.02677181,0.0008798593,0.0005730712,0.002717874,0.0002395468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007226228,0.0001091173,0.0008890517,0.000001955834,0.00001247778,0.000021332,0.03128895,0.0001179613,0.00785922,0.004422963,0.08070357,0.8745011],"study_design_scores_gemma":[0.0002703706,0.0003369215,0.02780538,0.0003622206,0.00002128584,0.001431821,0.03608659,0.00007060481,0.005374657,0.9117228,0.01638497,0.0001323785],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.854678,0.0004326516,0.1185021,0.01864241,0.004319595,0.0003097352,0.000001052785,0.00004484704,0.003069623],"genre_scores_gemma":[0.8465652,0.00002201072,0.1488089,0.0001205319,0.000803249,0.00001875321,0.000001370075,0.00002087737,0.003639128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9072998,"threshold_uncertainty_score":0.9996812,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405315856","doi":"10.4103/ijcn.ijcn_102_24","title":"The Importance of Diploma Nursing Courses in India: A Comparative Analysis with Developed Countries","year":2024,"lang":"en","type":"article","venue":"Indian Journal of Continuing Nursing Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Workforce; Bachelor; Nurse education; Nursing; Nursing shortage; Empowerment; Medicine; Health care; Political science","authors":[{"name":"A. Kalaimathi","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0255406525956194,"gpt":0.4474485070010666,"spread":0.4219078544054472,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001481035,0.0001669255,0.0005465767,0.0006980932,0.0003531758,0.00006777611,0.0002355537,0.0001189694,0.00002707717],"category_scores_gemma":[0.0001731125,0.0001152726,0.00008542637,0.001757375,0.0003230158,0.0003468828,0.000006458308,0.0007204486,0.00000579601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009825887,"about_ca_system_score_gemma":0.003077651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003963938,"about_ca_topic_score_gemma":0.0004570097,"domain_scores_codex":[0.9972532,0.0004781394,0.001230398,0.0001699852,0.0004236007,0.0004446087],"domain_scores_gemma":[0.996456,0.001219576,0.001197816,0.0001884005,0.0008074056,0.0001308126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004764904,0.0002207135,0.6203411,0.0002541665,0.0003476358,0.00004293983,0.3285886,0.00009599741,0.00001792001,0.007894576,0.004421885,0.037298],"study_design_scores_gemma":[0.0006576757,0.0003311799,0.6658894,0.06020265,0.0006435414,0.0001070987,0.2611339,0.0001280313,0.0001297267,0.003286547,0.007231688,0.0002586075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979603,0.01187611,0.0001872438,0.003230835,0.001768631,0.000420531,0.000006186772,0.00002079385,0.002886672],"genre_scores_gemma":[0.9980503,0.0001758379,0.001057469,0.00008385383,0.0002858255,0.00001654402,0.000007087157,0.00001667189,0.0003064027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06745477,"threshold_uncertainty_score":0.545962,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}