{"id":"W3207482787","doi":"10.5430/ijhe.v11n2p109","title":"Hotspots and Trends of Graduate Public Health Education Research in China","year":2021,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jinan University","keywords":"Beijing; China; Curriculum; Public health; Medical education; Graduate education; Political science; Higher education; Health education; Graduate degree; Medicine; Public relations; Sociology; Pedagogy; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006329572,0.00005713065,0.000143325,0.001224715,0.0001048769,0.00009545031,0.0002761334,0.00004581969,0.0001855333],"category_scores_gemma":[0.0006192048,0.00005770406,0.00003726994,0.001114526,0.0001496665,0.0004581559,0.00003631265,0.0003811187,0.000001324987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006452322,"about_ca_system_score_gemma":0.004784151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001635068,"about_ca_topic_score_gemma":0.0001817046,"domain_scores_codex":[0.9966757,0.001631297,0.0004776891,0.0001208076,0.0009249643,0.0001695795],"domain_scores_gemma":[0.9967748,0.0001978909,0.0004419301,0.00008371159,0.00240796,0.00009374355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002202993,0.001039568,0.05635499,0.00001539169,0.00004024174,0.000002995894,0.02420691,0.000002024404,0.0007272809,0.2616201,0.007103027,0.6488655],"study_design_scores_gemma":[0.0001817742,0.0000410623,0.9176467,0.0001410755,0.000002000281,0.0000192931,0.004318267,0.000001281462,0.000135116,0.0255832,0.05187866,0.00005153823],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8528074,0.001064629,0.00009234087,0.1217438,0.003977957,0.00004676783,0.000001912951,0.000004147308,0.0202611],"genre_scores_gemma":[0.9889529,0.0002608534,0.005460467,0.0003055677,0.000879799,0.000004031704,0.000008228775,0.000006805079,0.004121357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8612918,"threshold_uncertainty_score":0.8486879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.262723310107757,"score_gpt":0.5748704711856312,"score_spread":0.3121471610778742,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}