{"id":"W4366448611","doi":"10.3138/cjpe.0028.010","title":"M&amp;E Competencies in Support of the AIDS Response: A Sector-Specific Example","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Human immunodeficiency virus (HIV); Service delivery framework; Process (computing); Business; Psychology; Service (business); Knowledge management; Nursing; Medical education; Public relations; Medicine; Political science; Marketing; Computer science; Family medicine","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":[0.03626521,0.00009637344,0.000247046,0.0006815777,0.0001294728,0.0001622677,0.0006497186,0.00006209517,0.003043831],"category_scores_gemma":[0.003958457,0.00006192355,0.0001314735,0.001157139,0.0001570767,0.0003197158,0.00001752499,0.0002004745,0.00004373369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003058642,"about_ca_system_score_gemma":0.004032574,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000792568,"about_ca_topic_score_gemma":0.0504919,"domain_scores_codex":[0.9944065,0.001880348,0.00106552,0.0001584402,0.002257439,0.0002317145],"domain_scores_gemma":[0.9959723,0.0007061281,0.0007569416,0.0004391064,0.001910741,0.00021479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001776641,0.00009029674,0.3135061,0.000008437475,0.00002222891,0.000002026088,0.006921491,0.005273703,0.001707224,0.003509751,0.01621188,0.6525692],"study_design_scores_gemma":[0.0007465777,0.0004581308,0.4774944,0.00003001846,0.00001493868,0.00002105764,0.000654341,0.002585146,0.0001742566,0.006912694,0.5108309,0.00007756926],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942073,0.0001429366,0.0008660119,0.002085632,0.0007786487,0.000570178,0.000005807888,0.000003209697,0.001340239],"genre_scores_gemma":[0.9963291,0.000003937225,0.003089412,0.0002114751,0.00008340456,0.00002199111,0.000003400146,0.000006639266,0.0002506496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6524916,"threshold_uncertainty_score":0.9978675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4760414459172037,"score_gpt":0.4932620036647494,"score_spread":0.01722055774754572,"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."}}