{"id":"W1594443358","doi":"10.3138/cjpe.027.002","title":"Research on Evaluation: A Needs Assessment","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Psychology; Survey research; Engineering ethics; Management science; Sociology; Applied psychology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2424101,0.0005782541,0.002133234,0.01421515,0.007725369,0.01689139,0.002232369,0.008007633,0.004570825],"category_scores_gemma":[0.3148864,0.0009542456,0.0007612598,0.01034929,0.01385131,0.02312457,0.006887286,0.006038045,0.0007703134],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01546148,"about_ca_system_score_gemma":0.04524801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002836159,"about_ca_topic_score_gemma":0.003263121,"domain_scores_codex":[0.8170547,0.1347093,0.01542053,0.002018375,0.02760731,0.003189682],"domain_scores_gemma":[0.3551454,0.5328668,0.01328593,0.008982779,0.07583314,0.01388605],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002476373,0.001494848,0.02473318,0.03894914,0.00009910335,0.0005446845,0.06102716,0.001143767,0.001048071,0.157124,0.03532137,0.678267],"study_design_scores_gemma":[0.0001902154,0.002218191,0.02728864,0.1558491,0.0001699864,0.001826124,0.35981,0.004048598,0.001561663,0.1329394,0.3138379,0.000260215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06721896,0.1360958,0.01994883,0.7186894,0.002660146,0.003279918,0.0003002881,0.0001681555,0.05163841],"genre_scores_gemma":[0.8117876,0.09199062,0.05104283,0.03611031,0.002436712,0.004247384,0.0002991828,0.00006097148,0.002024386],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9845385,"threshold_uncertainty_score":0.9342433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7833440326357193,"score_gpt":0.6849524617018541,"score_spread":0.09839157093386519,"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."}}