{"id":"W3137926421","doi":"10.3138/cjpe.71156","title":"Establishing and Developing Professional Evaluator Dispositions","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Professional development; Order (exchange); Engineering ethics; Pedagogy; Medical education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01652257,0.0001007231,0.000197057,0.0004505031,0.0004350578,0.0008198991,0.0002407655,0.00007155799,0.002028092],"category_scores_gemma":[0.01047772,0.00007957473,0.00007561288,0.0008745305,0.00007902527,0.001119025,0.00002613432,0.0002055448,0.00002769993],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003449938,"about_ca_system_score_gemma":0.01579757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007727207,"about_ca_topic_score_gemma":0.008813517,"domain_scores_codex":[0.9955583,0.0009885748,0.0007968767,0.0002131776,0.002206206,0.0002368876],"domain_scores_gemma":[0.99287,0.0006633142,0.0004599776,0.0001998035,0.005359737,0.0004471875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001057421,0.00003462935,0.03243931,0.000007526275,0.00003087972,0.0000218283,0.001687429,0.0004540284,0.0002708509,0.003810456,0.004487643,0.9567448],"study_design_scores_gemma":[0.002213947,0.0003305591,0.6924956,0.0004267983,0.000242665,0.000828733,0.009525881,0.06382074,0.0006879315,0.0712019,0.1577807,0.0004445138],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670461,0.001884331,0.005285447,0.01879032,0.002610283,0.0008227226,0.00001390981,0.00001161392,0.003535204],"genre_scores_gemma":[0.9763126,0.00001789508,0.02248218,0.0004950491,0.0002248833,0.00004649917,0.00002504798,0.000008594936,0.0003871857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9563003,"threshold_uncertainty_score":0.9988842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.363221892424533,"score_gpt":0.5554788230819199,"score_spread":0.1922569306573869,"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."}}