{"id":"W2351993484","doi":"","title":"Faculty Development in Canada:Policies and Practices","year":2011,"lang":"en","type":"article","venue":"Waiguo jiaoyu yanjiu","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globalization; Higher education; Element (criminal law); Political science; Social change; Quality (philosophy); Perspective (graphical); Economic growth; Public relations; Economics","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":[0.0003310514,0.00009006691,0.0001102895,0.00004626017,0.0002343072,0.00003600836,0.0001546956,0.00003984004,0.0003554811],"category_scores_gemma":[0.0001539315,0.00008552364,0.000008701693,0.0002061072,0.0000640158,0.0002431748,0.00003686292,0.00008277946,0.00003993615],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006896065,"about_ca_system_score_gemma":0.005918508,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9789354,"about_ca_topic_score_gemma":0.993778,"domain_scores_codex":[0.9989077,0.00005702257,0.000203237,0.0001809137,0.0003485577,0.0003025025],"domain_scores_gemma":[0.9994992,0.00004448557,0.0001853186,0.00008426917,0.00005596038,0.0001307876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008275922,0.00005499075,0.795845,0.0000092632,0.00001321251,0.00001024072,0.1749395,4.244625e-7,0.000008347966,0.007725968,0.009199895,0.01218489],"study_design_scores_gemma":[0.00007504357,0.000002485494,0.5672352,0.00001011805,0.00000142711,4.764412e-7,0.01075743,3.345601e-7,0.0001819094,0.0001373264,0.421506,0.00009234386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9305174,0.0001318566,0.000004557049,0.001840144,0.0002688137,0.0001286254,0.000003374522,0.00001915889,0.06708604],"genre_scores_gemma":[0.9928887,0.0001018382,0.002390176,0.0006493651,0.00005710118,0.00002580015,0.000004532634,0.000005876178,0.003876547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4123061,"threshold_uncertainty_score":0.999717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08263724061961623,"score_gpt":0.3448382050556396,"score_spread":0.2622009644360234,"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."}}