{"id":"W2514090137","doi":"10.5304/jafscd.2016.064.005","title":"Digitally Engaged Rural Community Development","year":2016,"lang":"en","type":"article","venue":"Journal of Agriculture Food Systems and Community Development","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Rural area; Rural community; Sociology; Geography; Political science; Socioeconomics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.005154091,0.0003638785,0.0005822322,0.00004380561,0.003157649,0.0002398687,0.0007884015,0.0001916058,0.00002109445],"category_scores_gemma":[0.0003789963,0.0001065604,0.0001281638,0.0002967244,0.00009746182,0.000505246,0.0003933856,0.001628453,0.000008952591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003376206,"about_ca_system_score_gemma":0.0001398531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001499833,"about_ca_topic_score_gemma":0.0008112947,"domain_scores_codex":[0.9947222,0.002977287,0.001150441,0.000124493,0.0005862145,0.0004393701],"domain_scores_gemma":[0.9969347,0.001282587,0.0006087304,0.0001385614,0.0007130658,0.0003223537],"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":[0.0005252316,0.003591454,0.1240578,0.0005898224,0.001536742,0.00004560129,0.06250996,0.000009503252,0.1696472,0.0005788201,0.01334476,0.6235632],"study_design_scores_gemma":[0.0006568451,0.0008721772,0.8422397,0.0004999798,0.00001686604,0.0002002888,0.04796251,1.558179e-7,0.004657216,0.0001780876,0.1022272,0.0004890077],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997519,0.0004259122,0.00003759558,0.0008832454,0.0002720177,0.0003096276,0.000009460887,0.00004679207,0.0004964199],"genre_scores_gemma":[0.9986342,0.00005451961,0.0003136135,0.00006469709,0.0001249444,0.00001796751,0.00002511077,0.000002428084,0.0007624956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.718182,"threshold_uncertainty_score":0.9981401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02709960857815858,"score_gpt":0.2078193051846802,"score_spread":0.1807196966065216,"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."}}