{"id":"W2377567215","doi":"","title":"How to Develop Higher Professional Education in Aduct Colleges","year":2002,"lang":"en","type":"article","venue":"Journal of Gansu Radio & Tv University","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prairie Improvement Network","funders":"","keywords":"Higher education; Professional development; Pedagogy; Sociology; Engineering ethics; Political science; Medical education; Engineering; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005002564,0.0000859892,0.0001575913,0.0004331166,0.0001146335,0.00006068606,0.0006506845,0.00005218994,0.00007847217],"category_scores_gemma":[0.0001087007,0.00008140643,0.00004011021,0.001234505,0.00002016732,0.000679548,0.00005782547,0.000266897,0.00001222152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003534423,"about_ca_system_score_gemma":0.0007466773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001510242,"about_ca_topic_score_gemma":0.000006079314,"domain_scores_codex":[0.9989609,0.0003366,0.0001539584,0.0001465505,0.0002554978,0.0001464798],"domain_scores_gemma":[0.998983,0.00009357656,0.0001721044,0.0001739357,0.0003930481,0.0001843335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001196997,0.002774728,0.09139998,0.00006377671,0.000116724,0.0002926031,0.03552552,0.0002292906,0.001561864,0.09066003,0.6368406,0.1404152],"study_design_scores_gemma":[0.0006035742,0.00008944181,0.375962,0.000101127,0.000009662931,0.00009643797,0.0009127312,0.0001220556,0.0001892252,0.0002518496,0.6214799,0.0001819831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7994334,0.0004708046,0.1072159,0.08051715,0.007008905,0.0002237598,0.000001659035,0.00004865732,0.005079682],"genre_scores_gemma":[0.7268691,0.00002863108,0.2127144,0.0004519409,0.00022257,2.006356e-7,3.173382e-7,0.00000539797,0.05970738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2845621,"threshold_uncertainty_score":0.3319657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02634884755652023,"score_gpt":0.2788375577713785,"score_spread":0.2524887102148583,"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."}}