{"id":"W2025129603","doi":"10.5539/sar.v2n2p99","title":"Striga Infestation in Kenya: Status, Distribution and Management Options","year":2013,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Plant Parasitism and Resistance","field":"Agricultural and Biological Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Striga; Striga hermonthica; Agroforestry; Biology; Agronomy; Infestation; Parasitic plant; Food security; Livelihood; Integrated pest management; Host (biology); Agriculture; Ecology; Sorghum","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":[0.0004697058,0.0001070631,0.0001093419,0.00003521267,0.0004191894,0.0002352206,0.0001388238,0.0001008654,0.00009619477],"category_scores_gemma":[0.00005618816,0.00003892478,0.00002217,0.001109911,0.00008227363,0.0003982843,0.000126115,0.0002541688,0.00004728078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001778576,"about_ca_system_score_gemma":0.00001245867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003058526,"about_ca_topic_score_gemma":0.001155508,"domain_scores_codex":[0.9981928,0.0001893463,0.0001616731,0.000296771,0.0003683465,0.0007909998],"domain_scores_gemma":[0.9993182,0.0001508498,0.00003019318,0.0000471956,0.0003041205,0.0001494246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001563802,0.001225405,0.1538041,0.0009715552,0.00008946367,0.000842578,0.000795147,0.0002159403,0.09389027,0.3659035,0.2487046,0.133401],"study_design_scores_gemma":[0.0001484136,0.00006657328,0.8983305,0.000032263,0.00000248183,0.000005280838,0.007961758,0.000021869,0.0001465927,0.003371869,0.08979398,0.000118387],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915455,0.0008370795,0.000006915617,0.002039912,0.00001645133,0.0009948806,0.00006759843,0.00003497575,0.004456693],"genre_scores_gemma":[0.9872667,0.003187694,0.00004329423,0.00001706849,0.00005917824,0.0002245391,0.0007345437,6.412134e-7,0.00846634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7445264,"threshold_uncertainty_score":0.4623596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542570169770178,"score_gpt":0.2716246169395609,"score_spread":0.2561989152418591,"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."}}