{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1047031,0.001430946,0.0009601365,0.006473741,0.008878045,0.005840401,0.003844786,0.002344322,0.0239065],"category_scores_gemma":[0.1132552,0.0007522,0.0008779111,0.00408327,0.004787495,0.006482487,0.01540566,0.003095458,0.004516891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01012479,"about_ca_system_score_gemma":0.03435295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005521059,"about_ca_topic_score_gemma":0.007794024,"domain_scores_codex":[0.8639231,0.1087488,0.004947471,0.004814788,0.01447467,0.003091222],"domain_scores_gemma":[0.8959354,0.04969297,0.005221451,0.01058291,0.03529134,0.003276015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003689078,0.0006750444,0.008958698,0.003693201,0.0001184207,0.0006982869,0.1271928,0.003665859,0.004259232,0.1716213,0.05961946,0.6191288],"study_design_scores_gemma":[0.0002738989,0.0007397832,0.008044377,0.004868933,0.0001142004,0.0007029115,0.1106609,0.009232208,0.008132917,0.2351649,0.6218414,0.0002235935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06490901,0.00130231,0.52922,0.03195895,0.0008720084,0.05157111,0.002738899,0.0009972039,0.3164304],"genre_scores_gemma":[0.420819,0.0009459042,0.4890802,0.003178723,0.000199749,0.04406037,0.00171475,0.0002288902,0.03977238],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1047031,"threshold_uncertainty_score":0.5537297,"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."}}