{"id":"W2945434485","doi":"10.56645/jmde.v15i32.513","title":"Communication for Social Change","year":2019,"lang":"en","type":"article","venue":"Journal of MultiDisciplinary Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Deci-; Capacity building; Public relations; Political science; Knowledge management; Business; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02288135,0.00009262635,0.000256065,0.0003225436,0.0002391537,0.0001031426,0.0005155214,0.00007341976,0.00120287],"category_scores_gemma":[0.0008582454,0.00006663739,0.0002038042,0.0003280558,0.00002998554,0.001249472,0.00008142013,0.0001376987,0.0001852765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001688726,"about_ca_system_score_gemma":0.0002919145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001834987,"about_ca_topic_score_gemma":0.00001518236,"domain_scores_codex":[0.9956186,0.0005535985,0.0009776225,0.0001531147,0.002565712,0.0001312984],"domain_scores_gemma":[0.9944062,0.0008718073,0.001343109,0.0003106573,0.003017764,0.00005050527],"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":[0.001097595,0.0006816748,0.1120972,0.00004325504,0.000102707,6.485616e-7,0.03861801,0.005888313,0.005906874,0.004386713,0.01127065,0.8199064],"study_design_scores_gemma":[0.003499868,0.0005815742,0.6264889,0.0000466118,0.00008027095,0.00001144348,0.004120118,0.3266606,0.0002390953,0.02952314,0.008601354,0.0001469602],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856999,0.0002684208,0.002229513,0.008198777,0.0009391094,0.001016665,0.000006775503,0.000006264741,0.001634558],"genre_scores_gemma":[0.9948933,0.00002890338,0.004010875,0.0001083507,0.0003952775,0.00005055002,0.00001751706,0.000008720059,0.0004864889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8197594,"threshold_uncertainty_score":0.9997101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4924261702304836,"score_gpt":0.5826940578875175,"score_spread":0.09026788765703392,"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."}}