{"id":"W1540768302","doi":"10.15353/joci.v11i1.2850","title":"Assessment of Mobile Voice Agricultural Messages Given to Farmers of Cauvery Delta Zone of Tamil Nadu, India","year":2015,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tamil; Mobile phone; Agriculture; Phone; Socioeconomics; Geography; Delta; Business; Quality (philosophy); Engineering; Sociology; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004628085,0.0001527444,0.0005059572,0.0002651937,0.0001633742,0.00003769055,0.00372053,0.00006095714,0.000002334237],"category_scores_gemma":[0.0003328163,0.000099019,0.00009666854,0.0005819887,0.0002144571,0.0008072203,0.001201387,0.0008053415,0.000001513608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001224163,"about_ca_system_score_gemma":0.0005243957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003286186,"about_ca_topic_score_gemma":0.00003545778,"domain_scores_codex":[0.9966106,0.001023161,0.001343429,0.00001093262,0.0008245988,0.0001872856],"domain_scores_gemma":[0.9942555,0.001306625,0.001841366,0.0009512161,0.001542498,0.0001027794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004251009,0.000434981,0.002016539,0.0005547215,0.0004086758,6.579589e-7,0.9465053,0.03721142,0.0008739894,0.003527271,0.005186533,0.003237399],"study_design_scores_gemma":[0.00158422,0.002763847,0.0801009,0.001076207,0.0001461375,0.0002822665,0.8884416,0.001854204,0.0193004,0.001646998,0.002389589,0.0004136986],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532582,0.00009695195,0.04261528,0.0001433319,0.0002111803,0.0001648987,0.00001253945,0.00001067095,0.003486983],"genre_scores_gemma":[0.9638895,0.00008888031,0.03586437,0.0001186963,0.000008909424,0.000001769228,0.00000267971,0.000004936588,0.00002028539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07808436,"threshold_uncertainty_score":0.6913732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03505798901379363,"score_gpt":0.2949454538187052,"score_spread":0.2598874648049116,"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."}}