{"id":"W1517551366","doi":"10.3138/cjpe.028.005","title":"Learning Circles for Advanced Professional Development in Evaluation","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Health Canada","funders":"","keywords":"Professional development; Context (archaeology); Process (computing); Quality (philosophy); Psychology; Professional learning community; Collaborative learning; Knowledge management; Medical education; Pedagogy; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02674914,0.0001200825,0.0002263711,0.0009087666,0.0002729334,0.0003025772,0.0003337275,0.0000856285,0.003300318],"category_scores_gemma":[0.007047738,0.00009623528,0.00008339116,0.0006366906,0.00004264221,0.001063446,0.00001077764,0.0002276668,0.0001056034],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008420091,"about_ca_system_score_gemma":0.01048099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001405168,"about_ca_topic_score_gemma":0.01027362,"domain_scores_codex":[0.9947668,0.0007337087,0.001223948,0.0002278046,0.00272247,0.000325276],"domain_scores_gemma":[0.9918566,0.0004033296,0.0007874163,0.0001532511,0.006485948,0.0003134755],"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":[0.00001240636,0.000040501,0.0281104,0.000004534222,0.000009305485,3.2094e-7,0.001777403,0.01325751,0.0001400002,0.00006748032,0.0009935666,0.9555866],"study_design_scores_gemma":[0.003122929,0.0005185013,0.5718706,0.0001507608,0.00003882937,0.000009874915,0.00458243,0.3415041,0.0003562868,0.01534433,0.06227862,0.0002227337],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991002,0.0002932784,0.0008963874,0.001845579,0.001311217,0.003793273,0.000001027867,0.000006746619,0.0008504765],"genre_scores_gemma":[0.9862302,0.000002819928,0.01187952,0.0001032353,0.00009854919,0.00124654,0.00003083081,0.0000103659,0.0003979249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9553638,"threshold_uncertainty_score":0.9976108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3661087849207835,"score_gpt":0.5580433458244787,"score_spread":0.1919345609036952,"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."}}