{"id":"W4412903362","doi":"10.5539/ies.v18n4p121","title":"Current Situation and Key Influencing Factors of Sustainable Agricultural Talent Cultivation in Higher Vocational Colleges in Hunan Province","year":2025,"lang":"","type":"article","venue":"International Education Studies","topic":"Agricultural Systems and Practices","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Agriculture; Key (lock); Agricultural education; Higher education; Business; Economic growth; Psychology; Pedagogy; Geography; Economics","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":[0.0004626829,0.0002776216,0.0003755473,0.000208916,0.0002189939,0.0001354803,0.0002364235,0.0001203382,0.00007137782],"category_scores_gemma":[0.000905029,0.0001352695,0.00007165234,0.001001951,0.0001378669,0.001169721,0.0001898947,0.0002184093,0.000002464285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007227956,"about_ca_system_score_gemma":0.0002342515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004113716,"about_ca_topic_score_gemma":0.003121715,"domain_scores_codex":[0.997692,0.0001980396,0.0009402146,0.0004759975,0.0004306368,0.0002631276],"domain_scores_gemma":[0.9965817,0.0005996997,0.0006620695,0.00005398959,0.002055276,0.0000472319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000956663,0.001106442,0.8858,0.0004660476,0.0001780517,0.000001087739,0.007541738,0.0001322076,0.005759887,0.06620006,0.002457357,0.03026146],"study_design_scores_gemma":[0.0002542824,0.00005666244,0.9100192,0.0008617116,0.0000233983,9.705464e-7,0.06214848,0.00001428225,0.000342915,0.0009888288,0.02508817,0.0002011246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713911,0.01344198,0.000001157047,0.009708935,0.002579676,0.0007755244,0.00002394934,0.00001198126,0.002065642],"genre_scores_gemma":[0.990171,0.002297574,0.00003264265,0.0000628132,0.0002413979,0.0001459345,0.0001109712,0.000001419358,0.006936274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06521123,"threshold_uncertainty_score":0.6218735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04986287031634405,"score_gpt":0.3447789292750474,"score_spread":0.2949160589587034,"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."}}