{"id":"W7162129543","doi":"10.82308/36818","title":"Tenure and promotion evaluations: academics' perceptions at Canadian universities' faculties of education","year":2017,"lang":"en","type":"dissertation","venue":"","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Promotion (chess); Perception; Equity (law); Higher education; Ambiguity; Function (biology)","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001396994,0.0001416541,0.0001730795,0.0003976567,0.002399599,0.0001223111,0.0002429084,0.0004926347,0.002459916],"category_scores_gemma":[0.001122375,0.0001564962,0.00005616895,0.00008851169,0.0002061155,0.0008969316,0.00001390767,0.0003134568,0.0000522521],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001195611,"about_ca_system_score_gemma":0.007174587,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4441832,"about_ca_topic_score_gemma":0.8932425,"domain_scores_codex":[0.9983339,0.000403486,0.0002315958,0.0002557274,0.0005926364,0.0001826921],"domain_scores_gemma":[0.9981678,0.0001241808,0.0005849306,0.000209416,0.0007370076,0.000176692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005865772,0.000228276,0.01260846,0.0004574972,0.0002429306,0.000001261509,0.6495273,0.00003497749,0.0007697634,0.1617697,0.04978911,0.1245121],"study_design_scores_gemma":[0.0002361813,0.00006220607,0.1653641,0.0004343284,0.0005005884,0.000003051936,0.6497746,0.00008229273,0.00006341302,0.00298279,0.1800284,0.0004679683],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5494558,0.0003644573,0.000004612807,0.006375037,0.0009369195,0.0007060274,0.00006475118,0.00004599573,0.4420464],"genre_scores_gemma":[0.5501649,0.0006444583,0.0003734333,0.00003710937,0.0001471165,0.00002897064,0.001182227,0.00001325821,0.4474085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4490594,"threshold_uncertainty_score":0.9988992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1432596584741355,"score_gpt":0.497752675054596,"score_spread":0.3544930165804605,"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."}}