{"id":"W2133487638","doi":"10.1177/1356389012452052","title":"Applications of contribution analysis to outcome planning and impact evaluation","year":2012,"lang":"en","type":"article","venue":"Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; General partnership; Participatory evaluation; Context (archaeology); Participatory planning; Citizen journalism; Theory of change; Process management; Process (computing); Value (mathematics); Management science; Appeal; Conceptual framework; Knowledge management; Public relations; Sociology; Computer science; Political science; Business; Public administration; Environmental planning; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1909074,0.003667352,0.003214516,0.02139134,0.005064007,0.01297859,0.004933952,0.003295998,0.01108949],"category_scores_gemma":[0.2987371,0.001535843,0.004464129,0.01785867,0.01397858,0.01301596,0.01552287,0.005355218,0.001847885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01340203,"about_ca_system_score_gemma":0.02242276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005633098,"about_ca_topic_score_gemma":0.003871643,"domain_scores_codex":[0.6667181,0.2774168,0.01040053,0.007434647,0.03407228,0.003957688],"domain_scores_gemma":[0.6047398,0.3199429,0.01441794,0.02238362,0.03551489,0.003000879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003083694,0.0003523819,0.005052297,0.002855855,0.0004424549,0.0002533209,0.01062522,0.02471333,0.0003561834,0.6309587,0.006163663,0.3179182],"study_design_scores_gemma":[0.0001986339,0.0002985232,0.001953469,0.001491644,0.0001708995,0.0001752728,0.003610638,0.03874939,0.00130469,0.9166563,0.03525322,0.0001372839],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007144803,0.001147352,0.9238456,0.004186173,0.0003296195,0.003638559,0.0004352779,0.0008000658,0.05847253],"genre_scores_gemma":[0.2260898,0.001353567,0.7579619,0.0007846472,0.0002468589,0.008554532,0.0005679262,0.0004493377,0.003991432],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1909074,"threshold_uncertainty_score":0.9977552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3089908516284891,"score_gpt":0.6239675731195479,"score_spread":0.3149767214910588,"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."}}