{"id":"W2364160310","doi":"","title":"Characteristics and Challenges of College Management in America and Canada and It's Demystification","year":2005,"lang":"en","type":"article","venue":"Journal of Xinchang Agricultural College","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enlightenment; Political science; Higher education; Public administration; Library science; Computer science; Epistemology; Law; Philosophy","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":[0.0003296947,0.00008916454,0.0002072808,0.000104518,0.00005563675,0.00002377822,0.0001465966,0.00002859683,0.000001668954],"category_scores_gemma":[0.0000314378,0.0000616306,0.0000143771,0.0001641621,0.0000261052,0.0002233805,0.00006370066,0.0001067483,1.397207e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008042874,"about_ca_system_score_gemma":0.00005082642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001939336,"about_ca_topic_score_gemma":0.01280162,"domain_scores_codex":[0.9991467,0.0001219394,0.0003254767,0.0001106859,0.0001881733,0.0001070338],"domain_scores_gemma":[0.9993317,0.0001125588,0.0002887644,0.00007923388,0.00009196156,0.00009575472],"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":[0.0001307166,0.0008307983,0.01546004,0.001084259,0.0004043211,0.0002023384,0.03576549,0.00004354646,0.006431611,0.180133,0.0253621,0.7341518],"study_design_scores_gemma":[0.0003983903,0.00007827242,0.9652961,0.00009102527,0.00001798955,0.0002029892,0.003250216,0.0002927779,0.0001445074,0.00009653856,0.03000696,0.0001242418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700625,0.001894388,0.0004305384,0.02693951,0.0001981093,0.0001253574,0.00001073179,0.000005284213,0.0003335969],"genre_scores_gemma":[0.9698241,0.003044377,0.02669545,0.000158973,0.00007717197,0.000002778232,5.719887e-7,0.000002403263,0.0001941237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9498361,"threshold_uncertainty_score":0.7143607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02337893457430663,"score_gpt":0.2606899012171465,"score_spread":0.2373109666428399,"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."}}