{"id":"W6957933284","doi":"10.60692/t8km7-xa749","title":"TRANSDISCIPLINARY INNOVATION IN IRRIGATED SMALLHOLDER AGRICULTURE IN AFRICA","year":2020,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Agriculture; Food security; Productivity; Irrigation; Commission; Drainage; Process (computing); Irrigated agriculture","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0124173,0.0003527958,0.0003876945,0.001922651,0.006092917,0.006884381,0.001203795,0.001576722,0.005237284],"category_scores_gemma":[0.009510009,0.000195723,0.0002867144,0.002471806,0.01138353,0.004337536,0.01327038,0.001400416,0.0002068871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006733588,"about_ca_system_score_gemma":0.00799559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001629546,"about_ca_topic_score_gemma":0.002991486,"domain_scores_codex":[0.9900627,0.007520737,0.0002283708,0.0005283685,0.0006435321,0.001016271],"domain_scores_gemma":[0.9855564,0.01010954,0.001408073,0.0006954078,0.000731748,0.001498758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001623211,0.0004228396,0.02156583,0.001753978,0.00006292416,0.005755852,0.6509023,0.002100396,0.00535842,0.1460975,0.002266586,0.1635511],"study_design_scores_gemma":[0.00005471912,0.0004640531,0.01737821,0.001991763,0.00003092824,0.00125699,0.6929546,0.001637676,0.001797286,0.04096723,0.2414209,0.0000456161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9281977,0.004599844,0.01043346,0.008253253,0.0001277729,0.0003966215,0.00004358692,0.00002393718,0.04792373],"genre_scores_gemma":[0.995008,0.001020775,0.002113604,0.0002110395,0.00001238732,0.00009144142,0.000007985644,0.000004266254,0.00153062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0124173,"threshold_uncertainty_score":0.06566978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08558296697429893,"score_gpt":0.2166927227496031,"score_spread":0.1311097557753042,"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."}}