{"id":"W4401047697","doi":"10.1038/s41598-024-68441-4","title":"Development of standard operating protocol for measurement of cassava root mealiness","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Cassava research and cyanide","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"Chewiness; Mathematics; Food science; Horticulture; Biology","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":[0.01315154,0.002249662,0.001660835,0.003903702,0.001683727,0.001250395,0.002133867,0.00196853,0.006803271],"category_scores_gemma":[0.01272083,0.001414188,0.00163934,0.002175068,0.00150022,0.001141266,0.001628829,0.002456337,0.005960939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006261939,"about_ca_system_score_gemma":0.00220003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000924545,"about_ca_topic_score_gemma":0.001821571,"domain_scores_codex":[0.9830389,0.005350529,0.002530623,0.002983361,0.00507172,0.001024817],"domain_scores_gemma":[0.9884651,0.002552106,0.001121009,0.002539128,0.004986673,0.0003360969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001352611,0.0005363617,0.002645302,0.0008362336,0.00007702783,0.0003274496,0.000924979,0.0005524366,0.9607888,0.00157683,0.002945184,0.0274367],"study_design_scores_gemma":[0.0003583134,0.006885115,0.02565045,0.0007866362,0.0003641206,0.00122197,0.0007755673,0.01026203,0.8692838,0.002083046,0.08195011,0.0003788097],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08739251,0.001496076,0.8703409,0.0002122002,0.0006769532,0.02437373,0.003134244,0.004568841,0.007804601],"genre_scores_gemma":[0.05148863,0.001594122,0.8455828,0.0003791385,0.0001792676,0.08660622,0.006342239,0.001013843,0.00681374],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01315154,"threshold_uncertainty_score":0.06955284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1060869553915475,"score_gpt":0.3418716585416114,"score_spread":0.235784703150064,"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."}}