{"id":"W4408460211","doi":"10.21083/ruralreview.v6i1.6954","title":"From Adoption to Adaptive Learning: The Need for Farmer-Centric Soil Health Extension and Education Evaluation","year":2022,"lang":"en","type":"article","venue":"Rural Review Ontario Rural Planning Development and Policy","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Extension (predicate logic); Soil health; Business; Computer science; Agricultural engineering; Environmental science; Soil science; Engineering; Soil water; Soil organic matter","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007126415,0.0001319599,0.0001771145,0.00004137275,0.001395924,0.00005313953,0.00009350671,0.0000173634,0.0001131406],"category_scores_gemma":[0.0001437381,0.00005977531,0.0000283533,0.000434187,0.00001921104,0.0000972355,0.00009984111,0.0001340383,0.000006213187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000482681,"about_ca_system_score_gemma":0.0004562922,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01705392,"about_ca_topic_score_gemma":0.002269199,"domain_scores_codex":[0.9989454,0.0001227797,0.0002693863,0.000189368,0.0002774413,0.0001956375],"domain_scores_gemma":[0.9993948,0.0001542752,0.0001798788,0.00003518442,0.0001656886,0.00007011338],"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":[0.00006079633,0.00007015782,0.01230482,0.00004025637,0.00004176494,8.779602e-8,0.008721431,0.00009128488,0.0003784813,0.001538861,0.04283591,0.9339162],"study_design_scores_gemma":[0.000132361,0.0001775666,0.562601,0.0003621451,0.00003154004,0.000004697713,0.01128181,0.00004334626,0.000006229498,0.0006447021,0.4245407,0.0001738305],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515793,0.01275389,0.000005078588,0.0341197,0.0002214288,0.001138381,0.00001532139,0.00001932537,0.0001475218],"genre_scores_gemma":[0.9837482,0.001417131,0.0007593803,0.008886288,0.0004172182,0.0008113057,0.001759514,0.000002458923,0.002198479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9337423,"threshold_uncertainty_score":0.9999041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07106238479246481,"score_gpt":0.3302253292251797,"score_spread":0.2591629444327149,"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."}}