{"id":"W2489423614","doi":"10.4018/978-1-4666-3661-3.ch011","title":"3M Fellows Making a Mark in Canadian Higher Education","year":2013,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas University; Queen's University; Concordia University","funders":"","keywords":"Nomination; Excellence; NOMINATE; General partnership; Political science; Higher education; Medical education; Public administration; Library science; Management; Public relations; Medicine; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001007469,0.0002421689,0.0002421138,0.0001911851,0.0003387402,0.0002908052,0.0004567151,0.0005072962,0.00310994],"category_scores_gemma":[0.0001933558,0.0002794421,0.00009267131,0.00003268581,0.0001325492,0.0002131046,0.00004640729,0.0004249648,0.001807517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002853993,"about_ca_system_score_gemma":0.005386303,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8196357,"about_ca_topic_score_gemma":0.9201654,"domain_scores_codex":[0.9979945,0.0001912737,0.0003262696,0.0003868296,0.0006166182,0.0004844823],"domain_scores_gemma":[0.9987996,0.00009728449,0.0003280941,0.0003043306,0.0001539083,0.000316846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003266537,0.00000611114,0.0003905366,0.00000857508,0.00001706047,0.000006169332,0.0007914716,0.000001297414,3.353146e-7,0.960744,0.02219713,0.0158341],"study_design_scores_gemma":[0.00005843498,0.000008019552,0.001081453,0.0001744396,0.00002698485,0.000001233242,0.0001115615,0.000002011412,7.986141e-8,0.2385392,0.7597615,0.0002351164],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003202494,0.0003631831,7.161323e-7,0.004553599,0.001866059,0.0005734619,0.00001755316,0.00007001755,0.9922352],"genre_scores_gemma":[0.3356522,0.000005312361,0.000407299,0.001812044,0.0006354914,0.00003188781,0.000004104639,0.00002478255,0.6614269],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7375644,"threshold_uncertainty_score":0.9999658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07976773214736103,"score_gpt":0.3875560607912619,"score_spread":0.3077883286439008,"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."}}