{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.1574821,0.0001518222,0.0002654825,0.002936783,0.0005387983,0.0006491278,0.0006902911,0.0001232373,0.01286504],"category_scores_gemma":[0.005142995,0.0001135166,0.000156873,0.002851841,0.0001505863,0.001235866,0.00002188766,0.0006262976,0.0005924988],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001875963,"about_ca_system_score_gemma":0.01332643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002222662,"about_ca_topic_score_gemma":0.002242581,"domain_scores_codex":[0.9827187,0.003858387,0.001176559,0.000205916,0.01133779,0.0007026419],"domain_scores_gemma":[0.9852979,0.0009106096,0.0006316192,0.0005442426,0.0115287,0.001086911],"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":[0.00001717527,0.0001518961,0.04477359,0.000002554974,0.00003200587,0.000001427511,0.001778282,0.003215401,0.00001935718,0.006179741,0.02045452,0.9233741],"study_design_scores_gemma":[0.002224075,0.00188131,0.5218678,0.0001042619,0.000170378,0.00006762116,0.01343927,0.09685926,0.0001289739,0.01783021,0.3451289,0.0002979787],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8563039,0.001330534,0.0007642173,0.008681882,0.004203503,0.003315702,0.000007656716,0.00001555178,0.1253771],"genre_scores_gemma":[0.9957566,0.00000809221,0.00238996,0.0002798121,0.0009232257,0.0002489675,0.00001436859,0.00001411229,0.0003648336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9230761,"threshold_uncertainty_score":0.9922671,"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."}}