{"id":"W2388446126","doi":"","title":"Assimilate the Soul of Advanced Countries to Build Double-Quality Teaching Staff in Higher Vocational Colleges","year":2008,"lang":"en","type":"article","venue":"Liaoning Higher Vocational Technical Institute Journal","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Quality (philosophy); Teaching staff; Soul; Medical education; Mathematics education; Pedagogy; Engineering management; Engineering; Psychology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003347975,0.0002962397,0.0004272868,0.0003836088,0.001044231,0.0002030117,0.001781134,0.0001760788,0.0001144722],"category_scores_gemma":[0.0003471536,0.0002298298,0.0001589113,0.0009522929,0.0003731215,0.001206866,0.0002904408,0.001385745,0.00002865045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003855105,"about_ca_system_score_gemma":0.001019127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007576888,"about_ca_topic_score_gemma":0.0000234149,"domain_scores_codex":[0.9961097,0.0005181369,0.001210674,0.00050233,0.00120114,0.0004580774],"domain_scores_gemma":[0.9973089,0.0007408946,0.0005537968,0.0006901444,0.0004468027,0.0002594629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001096082,0.0005625017,0.004102396,0.00002119976,0.00005498004,0.00002130786,0.001680673,0.006218463,0.001691438,0.974122,0.005889833,0.00552563],"study_design_scores_gemma":[0.001454849,0.0001295168,0.6815484,0.0002175238,0.00001526553,0.000230804,0.00007181941,0.000125532,0.0004919644,0.007259685,0.307978,0.0004766319],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3226619,0.0007961792,0.4571269,0.1644605,0.01018544,0.001241878,0.00003168222,0.0006006172,0.04289486],"genre_scores_gemma":[0.770548,0.00003342428,0.2251129,0.001181657,0.0004688061,0.00005788487,0.000005350945,0.00001723531,0.002574739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9668623,"threshold_uncertainty_score":0.9372188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035656664278235,"score_gpt":0.395169362149129,"score_spread":0.2916036957213055,"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."}}