{"id":"W1777938971","doi":"10.3968/5933","title":"Review of Researches on the Impact of Professional Title Policy Changes on the Academic Development of University Teachers","year":2014,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Mathematics education; Sociology; Focus (optics); Professional development; Pedagogy; Political science; Psychology; Engineering","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":[0.006042934,0.00002964469,0.00006435174,0.00006943606,0.000306474,0.000003113317,0.0004148009,0.00002817354,0.0006132895],"category_scores_gemma":[0.001894508,0.00001747434,0.00002671407,0.0005015187,0.0007163197,0.00005871127,0.00003333904,0.000112094,0.00001043549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001912611,"about_ca_system_score_gemma":0.002529844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000585049,"about_ca_topic_score_gemma":0.000005835442,"domain_scores_codex":[0.9986228,0.0005532946,0.00009796113,0.00006603439,0.0005826171,0.00007728874],"domain_scores_gemma":[0.9988353,0.0005439526,0.0003007827,0.00008186156,0.0002146653,0.00002348704],"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":[0.00000820574,0.0001175174,0.0007091298,0.00006783905,0.000007427551,1.729198e-9,0.03527762,4.860104e-7,0.00169784,0.9333386,0.01641637,0.01235899],"study_design_scores_gemma":[0.00007144598,0.0000917647,0.6335495,0.001504866,0.00001366027,2.527192e-8,0.01116012,0.000002216467,0.003478584,0.003628701,0.3464051,0.00009404233],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3612425,0.0001992725,0.000001671296,0.06533321,0.0002418698,0.0003469943,0.000003538631,0.000007402529,0.5726235],"genre_scores_gemma":[0.9910372,0.0001523133,0.00005971491,0.000215129,0.0000778709,0.000001955223,4.298247e-7,0.000001494605,0.00845393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9297099,"threshold_uncertainty_score":0.671509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2740403423186846,"score_gpt":0.5509574274093666,"score_spread":0.276917085090682,"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."}}