{"id":"W2633280124","doi":"10.22329/celt.v10i0.4750","title":"Faculty Teaching Practices and Perceptions: Comparative Analysis Based on Time Spent Lecturing","year":2017,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of Saskatchewan","keywords":"Perception; Class size; Institution; Medical education; Psychology; Higher education; Class (philosophy); Faculty development; Teaching method; Scale (ratio); Time management; Pedagogy; Mathematics education; Professional development; Sociology; Medicine; Management; Political science; Social science; Computer science; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006352275,0.000256688,0.000413525,0.0004855,0.01645578,0.00201044,0.0003216301,0.0001392552,0.0002534653],"category_scores_gemma":[0.0198576,0.0002447757,0.0001007376,0.0001410779,0.0002596824,0.0008766407,0.00009376745,0.001973107,0.00005063419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001860034,"about_ca_system_score_gemma":0.0001265734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003690878,"about_ca_topic_score_gemma":0.0007795179,"domain_scores_codex":[0.9939469,0.004152136,0.0002765298,0.000619223,0.0006397089,0.0003655041],"domain_scores_gemma":[0.9951068,0.003115926,0.001203385,0.000316499,0.00009394616,0.0001635012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008646471,0.00145098,0.5164411,0.000107042,0.002439855,0.00003751996,0.2954195,0.05824083,0.001933507,0.02931806,0.003580528,0.0901665],"study_design_scores_gemma":[0.003229026,0.0011348,0.4845932,0.0008016456,0.002165103,0.000007137416,0.03996698,0.3444344,0.00008776839,0.0005163741,0.1214056,0.00165791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7642021,0.000042505,0.0005766848,0.005296993,0.00008760708,0.0002785068,0.00000482544,0.0002323457,0.2292785],"genre_scores_gemma":[0.9878469,0.00001960144,0.00235924,0.0001150795,0.0001307781,0.00001915252,0.00003400973,0.00001686518,0.009458392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2861936,"threshold_uncertainty_score":0.9990256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1188383960022628,"score_gpt":0.4643972657045462,"score_spread":0.3455588697022834,"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."}}