{"id":"W2945573974","doi":"10.3138/cjpe.42118","title":"Community, Theory, and Guidance: Benefits and Lessons Learned in Evaluation Peer Mentoring","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Peer mentoring; Psychology; Professional development; Work (physics); Medical education; Peer review; Field (mathematics); Empirical research; Public relations; Pedagogy; Political science; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09959565,0.0006615741,0.0009825245,0.002902453,0.004772658,0.00818784,0.003023091,0.003203555,0.005597322],"category_scores_gemma":[0.1603322,0.0004165409,0.0008206481,0.002156073,0.01189369,0.008030934,0.01081029,0.004280574,0.0006221502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005417524,"about_ca_system_score_gemma":0.01715192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006385156,"about_ca_topic_score_gemma":0.01423479,"domain_scores_codex":[0.8877395,0.09827054,0.00117424,0.001458693,0.009645156,0.00171177],"domain_scores_gemma":[0.7829431,0.1801042,0.002687644,0.009791773,0.01420231,0.01027095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001794488,0.001529276,0.007807644,0.001304235,0.00006990579,0.000401787,0.02651702,0.001145815,0.0001449943,0.05539845,0.01397593,0.8915255],"study_design_scores_gemma":[0.0009004825,0.00409523,0.03742019,0.01887441,0.0003104988,0.002594029,0.1548291,0.01883512,0.001857658,0.5742999,0.1856204,0.0003630829],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2039112,0.03773283,0.1247725,0.4189206,0.003375614,0.002773913,0.00008376448,0.0008232518,0.2076064],"genre_scores_gemma":[0.9016031,0.008976458,0.07668684,0.006174526,0.0006705843,0.001231428,0.00004396401,0.0001375352,0.004475628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09959565,"threshold_uncertainty_score":0.5267184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5039995996250785,"score_gpt":0.5605583430272246,"score_spread":0.05655874340214617,"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."}}