{"id":"W6892542014","doi":"10.5281/zenodo.11082042","title":"CASSAVA VALUE CHAIN IN NIGERIA: ATOOL FOR HUNGER REDUCTION AND EMPLOYMENT GENERATION IN POST COVID19 ERA","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cassava research and cyanide","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Supply chain; Food security; Production (economics); Value chain; Value (mathematics); Economic shortage; Contract farming; Product (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003549574,0.0002251313,0.0001147833,0.0004783577,0.003175981,0.002797168,0.0003979992,0.0008494217,0.00916633],"category_scores_gemma":[0.0004690569,0.0001533084,0.0001633053,0.0006681007,0.0008270958,0.001755231,0.002299541,0.001391127,0.0006366179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002281166,"about_ca_system_score_gemma":0.004321851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01195072,"about_ca_topic_score_gemma":0.03092777,"domain_scores_codex":[0.9997064,0.00005368032,0.00001057403,0.00002012179,0.00003574823,0.0001733976],"domain_scores_gemma":[0.9996744,0.00004237096,0.00005276229,0.000009092189,0.00005651198,0.0001648664],"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":[0.0005550655,0.0009747543,0.211804,0.00245285,0.00003856743,0.01746593,0.05385028,0.0008889682,0.008160234,0.1535797,0.05486458,0.495365],"study_design_scores_gemma":[0.00003467493,0.0004862751,0.2396638,0.004687679,0.00005556315,0.004500417,0.2375029,0.001608624,0.003419837,0.03689622,0.4710564,0.00008763046],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.808904,0.01605188,0.0008226128,0.03544953,0.000629604,0.00007513326,0.0002301127,0.00003140503,0.1378057],"genre_scores_gemma":[0.9677633,0.008996639,0.0006533099,0.00147586,0.0000665524,0.00003169415,0.0001082204,0.00001452386,0.02088988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01195072,"threshold_uncertainty_score":0.03066444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03795833623828285,"score_gpt":0.2500389048235251,"score_spread":0.2120805685852422,"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."}}