{"id":"W3099471317","doi":"10.3138/cjpe.70004","title":"Sustainability Analysis of Intervention Benefits: A Theory of Change Approach","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Intervention (counseling); Spell; Sustainability organizations; Work (physics); Environmental economics; Business; Environmental resource management; Economics; Psychology; Engineering; Sociology; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01928089,0.00008898947,0.0004167877,0.001074238,0.00005517175,0.0000713291,0.0004207345,0.00006246421,0.001401033],"category_scores_gemma":[0.00526972,0.00006900889,0.000399922,0.002886235,0.0001155159,0.0005020531,0.00001691862,0.0001220873,0.000002286451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002372274,"about_ca_system_score_gemma":0.001733893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004851808,"about_ca_topic_score_gemma":0.003241553,"domain_scores_codex":[0.995625,0.001002869,0.001298815,0.0001783713,0.001739188,0.0001557717],"domain_scores_gemma":[0.9918914,0.0002018465,0.001433619,0.0002465546,0.005914357,0.000312178],"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":[0.00005865338,0.00009999217,0.06936284,0.00003405463,0.0002711926,5.039697e-7,0.006607831,0.00864966,0.000007777219,0.003007723,0.0001025678,0.9117972],"study_design_scores_gemma":[0.001008329,0.001253745,0.6038186,0.00004169832,0.001715338,0.000002748413,0.01683423,0.3611896,0.0001294047,0.01224175,0.001635786,0.0001287778],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825515,0.001092265,0.01180876,0.002313226,0.0001653063,0.001273743,0.00003411217,0.000004786139,0.0007563237],"genre_scores_gemma":[0.99839,0.000005921827,0.001370071,0.00009029479,0.00005976651,0.00004341816,0.00002471951,0.00000443682,0.00001132339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9116684,"threshold_uncertainty_score":0.9995118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6214875283452821,"score_gpt":0.5413536083546764,"score_spread":0.0801339199906057,"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."}}