{"id":"W1996202869","doi":"10.1177/1523422312446159","title":"Community and Societal Development","year":2012,"lang":"en","type":"article","venue":"Advances in Developing Human Resources","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Community development; Sociology; Public relations; Process management; Political science; Engineering ethics; Knowledge management; Business; Economic growth; Computer science; Economics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009668968,0.0001628573,0.000309404,0.0001949309,0.0008024328,0.0000700228,0.0002914276,0.00008025167,0.0000626719],"category_scores_gemma":[0.00009270992,0.0001922427,0.00003274461,0.0002249739,0.000139253,0.0006927466,0.0002764715,0.0003640049,0.00005604522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938667,"about_ca_system_score_gemma":0.00001740792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001250264,"about_ca_topic_score_gemma":0.000383484,"domain_scores_codex":[0.9988362,0.00006943735,0.0004841489,0.000135282,0.00004626813,0.0004286427],"domain_scores_gemma":[0.9994372,0.0001053573,0.0001746999,0.0001863696,0.00001358024,0.0000827968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003848443,0.00007837977,0.8535327,0.00006682069,0.00002369506,6.305043e-7,0.06489126,0.00000216585,0.000005123473,0.07260268,0.0001068288,0.008685862],"study_design_scores_gemma":[0.0002465321,0.000009746635,0.6544234,0.00004763434,8.886681e-7,0.000001772632,0.001887489,0.00000239117,0.0000436519,0.0137637,0.3292881,0.000284626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9649626,0.01127328,0.0002522696,0.0001898705,0.0001381635,0.00009904309,0.000002586701,0.00005057104,0.0230316],"genre_scores_gemma":[0.9928054,0.0008449153,0.005497788,0.0002604288,0.00005629718,0.0000170211,0.00001210291,0.00001799767,0.0004880553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3291813,"threshold_uncertainty_score":0.7839429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0735893191973539,"score_gpt":0.3042615714185944,"score_spread":0.2306722522212405,"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."}}