{"id":"W4390285218","doi":"10.2139/ssrn.4677509","title":"Near-Infrared Classification, Physico-Mechanical Measurements, Functional Properties and Proximate Composition of Newly Developed Climate-Resilient Cowpea Varieties","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Infrared; Composition (language); Proximate; Environmental science; Remote sensing; Agricultural engineering; Agronomy; Mineralogy; Materials science; Chemistry; Geography; Biology; Engineering; Food science; Physics; Optics","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":[0.0001925533,0.0002393356,0.0002137701,0.0009843778,0.0003191498,0.0004902481,0.0001437415,0.0002078185,0.000725651],"category_scores_gemma":[0.0001923903,0.00009944152,0.0001761449,0.0009092618,0.000269343,0.0003399983,0.0002038151,0.0002444015,0.0001892592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002879913,"about_ca_system_score_gemma":0.000140557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003988446,"about_ca_topic_score_gemma":0.003983081,"domain_scores_codex":[0.9998908,0.00001197074,0.00000766097,0.00005545362,0.00001735017,0.00001674501],"domain_scores_gemma":[0.9997963,0.00004039017,0.00004968636,0.0000153517,0.00004779912,0.00005048315],"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":[0.001398913,0.0001559927,0.3098132,0.00007514709,0.0001364218,0.0002459435,0.001152341,0.0005985991,0.6732848,0.0001970671,0.0001080051,0.01283357],"study_design_scores_gemma":[0.000003027506,0.000108558,0.99325,0.000001756667,0.0000239166,0.00009394372,0.0003087678,0.0002022347,0.005690226,0.00003164482,0.0002817447,0.000004126662],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995756,0.00004402737,0.0000910378,0.000003125897,7.981517e-7,9.542099e-7,0.0001519099,0.00000189215,0.0001306034],"genre_scores_gemma":[0.9989291,0.00003490961,0.000169949,0.000006424287,0.000001466547,0.00000238718,0.0004666217,0.000003193589,0.0003859361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003988446,"threshold_uncertainty_score":0.007930458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09127459841179962,"score_gpt":0.2381374628676942,"score_spread":0.1468628644558946,"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."}}