{"id":"W2510113962","doi":"10.1080/07060661.2016.1230149","title":"Building agricultural networks of farmers and scientists via mobile phones: case study of banana disease surveillance in Uganda","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Plant Pathology","topic":"Banana Cultivation and Research","field":"Agricultural and Biological Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"Blueprint; Agriculture; Mobile phone; Business; Identification (biology); Phone; Control (management); Computer science; Geography; Engineering; Telecommunications; Biology","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":[0.0004876509,0.00007823816,0.0002311246,0.00008604443,0.00008369908,0.00001127311,0.0001452984,0.00005231002,0.00005509834],"category_scores_gemma":[0.00008692322,0.00002605621,0.00003900336,0.0003211611,0.0001792993,0.00007228062,0.00001811062,0.00009594797,2.574027e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003296174,"about_ca_system_score_gemma":0.00006107791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006626248,"about_ca_topic_score_gemma":0.1841784,"domain_scores_codex":[0.9989865,0.0001885402,0.000334442,0.0001348922,0.000115354,0.0002402177],"domain_scores_gemma":[0.9991003,0.000171611,0.0002032606,0.00003462893,0.0001427347,0.0003475111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006592198,0.0001130235,0.8660323,0.00001259298,0.00002080852,0.006630615,0.0005776729,0.0001828202,0.08162579,0.00002015655,0.0002102662,0.04450801],"study_design_scores_gemma":[0.0004926159,0.000429596,0.9941344,0.00005465545,0.0000060976,0.001806558,0.002629529,0.00002845358,0.0001101111,0.00001022098,0.0002174235,0.00008033249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989135,0.0004852164,0.00001178338,0.0001683628,0.0001449462,0.0001481183,0.0001205982,0.000001262773,0.000006265557],"genre_scores_gemma":[0.9998522,0.00005499773,0.00001442721,0.00001369557,0.00004201826,0.000002247374,0.000003439325,6.143351e-7,0.00001630689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1775521,"threshold_uncertainty_score":0.9999887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01580009750459112,"score_gpt":0.2339892096285432,"score_spread":0.2181891121239521,"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."}}