{"id":"W2737880791","doi":"","title":"Teaching Matters: Developing Teaching Dossiers to Showcase Teaching Success and Competency","year":2017,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Excellence; Promotion (chess); Psychology; Presentation (obstetrics); Quality (philosophy); Medical education; Pedagogy; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007838244,0.0004453499,0.0004718715,0.0007016106,0.01209954,0.003866087,0.002487123,0.0002674256,0.00002972346],"category_scores_gemma":[0.002774795,0.0005289372,0.0001301643,0.000123142,0.0004196023,0.01002105,0.001255013,0.002246328,0.0001413308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007924034,"about_ca_system_score_gemma":0.0003452511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001965515,"about_ca_topic_score_gemma":0.02010662,"domain_scores_codex":[0.9936368,0.00301054,0.0004189187,0.0009822074,0.00103364,0.000917841],"domain_scores_gemma":[0.9967194,0.0007435558,0.0007280025,0.0009733445,0.0001487597,0.0006869552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005814331,0.00007626144,0.9522742,0.00005762459,0.00007811111,0.000188898,0.02465418,0.00001405431,0.0003736446,0.01163361,0.000007019951,0.01058423],"study_design_scores_gemma":[0.001153609,0.0001174894,0.9106038,0.0007984338,0.0001741459,0.00003772724,0.01223122,0.000003025542,0.00009938324,0.0006422405,0.07300252,0.001136463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502257,0.00002835867,0.00330448,0.03881813,0.0006528113,0.0005213491,0.00001174587,0.0003407052,0.00609671],"genre_scores_gemma":[0.9860269,0.00001836229,0.004220408,0.002306483,0.0003697111,0.000002772003,0.000007504986,0.00005975893,0.006988085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0729955,"threshold_uncertainty_score":0.9997162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2262338554261776,"score_gpt":0.451428692425067,"score_spread":0.2251948369988894,"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."}}