{"id":"W7057196430","doi":"","title":"Improvement of professors' teaching: investigating motivating and inhibiting factors","year":2014,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Teaching method; Goal orientation; Higher education; Professional development; Teaching and learning center; Student engagement; Knowledge base","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006170255,0.0002656654,0.0003669233,0.0008587844,0.00122547,0.002196777,0.0005721636,0.0005037179,0.001528758],"category_scores_gemma":[0.03088791,0.0002536921,0.0004511289,0.0005987752,0.0009812294,0.0007855002,0.0008790218,0.0007825412,0.0001876523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001195135,"about_ca_system_score_gemma":0.0024142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001831591,"about_ca_topic_score_gemma":0.002764883,"domain_scores_codex":[0.9945095,0.002636887,0.0002751795,0.000386314,0.001678063,0.0005140766],"domain_scores_gemma":[0.946846,0.03383512,0.01027509,0.001435013,0.003528558,0.004080289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000296148,0.002339382,0.8983504,0.0003454721,0.0001549048,0.0002772505,0.01810509,0.0002173644,0.004632254,0.001519262,0.0006080626,0.07315442],"study_design_scores_gemma":[0.00001976009,0.0004754724,0.9847238,0.00005713537,0.00009678919,0.0001607601,0.008971207,0.0008060965,0.001503332,0.0004216264,0.002740813,0.0000232807],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950906,0.0002132868,0.0004604227,0.0002304404,0.00001107545,0.00007489484,0.00002048802,0.00001155104,0.003887311],"genre_scores_gemma":[0.998298,0.0001773385,0.0008618296,0.00005819799,0.00001838736,0.00004924929,0.00002813133,0.000005777249,0.0005030123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006170255,"threshold_uncertainty_score":0.03263181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0203515995970523,"score_gpt":0.2700089224921282,"score_spread":0.2496573228950759,"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."}}