{"id":"W4366384079","doi":"10.3138/cjpe.021.007","title":"Participatory Needs Assessment","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Credibility; Participatory evaluation; Citizen journalism; Needs assessment; Relevance (law); Quality (philosophy); Process (computing); Process management; Business; Program evaluation; Knowledge management; Computer science; Sociology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01847886,0.0001077817,0.0002097597,0.0009498888,0.0002131758,0.000474227,0.0003944825,0.00006622345,0.004449706],"category_scores_gemma":[0.0008146919,0.00008233226,0.0001339601,0.0009882016,0.0000888572,0.0006135196,0.000008531701,0.0001864905,0.0001233295],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000511,"about_ca_system_score_gemma":0.007290182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000808413,"about_ca_topic_score_gemma":0.01655992,"domain_scores_codex":[0.9951628,0.0005896442,0.001084456,0.0001357788,0.002722702,0.0003045683],"domain_scores_gemma":[0.9955565,0.0001857037,0.0006986608,0.0002773539,0.002886825,0.0003949583],"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":[0.000006737887,0.00008196205,0.2180693,0.000002511991,0.00002056998,0.000008406315,0.000454136,0.008901226,0.00008793112,0.005717842,0.02260986,0.7440395],"study_design_scores_gemma":[0.00107123,0.0004740083,0.6232857,0.00002677739,0.0001050674,0.00003474729,0.001408431,0.07748473,0.0001252288,0.03230913,0.2634955,0.0001794937],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536883,0.0005203951,0.003583882,0.003918297,0.00167646,0.0009392741,0.000005634104,0.00001498134,0.03565273],"genre_scores_gemma":[0.9952112,0.00000210978,0.003715056,0.0001826596,0.0003537939,0.00005966127,0.000009638691,0.000008153902,0.0004576784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7438601,"threshold_uncertainty_score":0.9983376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.497564820203374,"score_gpt":0.5742346745312081,"score_spread":0.07666985432783413,"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."}}