{"id":"W4388142527","doi":"10.1016/j.cdnut.2023.102027","title":"What Technological and Economic Elements Must be Addressed to Support the Affordability, Accessibility, and Desirability of Alternative Proteins in Low- and Middle-Income Countries?","year":2023,"lang":"en","type":"article","venue":"Current Developments in Nutrition","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"U.S. Food and Drug Administration; Johns Hopkins University","keywords":"Diversification (marketing strategy); Business; Sustainability; Biotechnology; Production (economics); Risk analysis (engineering); Marketing; Economics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001196868,0.0001900412,0.000235437,0.00009856257,0.0001046524,0.00007272732,0.0002079449,0.00009240196,0.00008103388],"category_scores_gemma":[0.0001326986,0.0001396086,0.00001871441,0.0003257818,0.0006917145,0.0007015669,0.0008361108,0.0001820972,0.000008794087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000757429,"about_ca_system_score_gemma":0.0000183367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008674144,"about_ca_topic_score_gemma":0.0005340264,"domain_scores_codex":[0.9982706,0.0001229733,0.0004990873,0.0005417414,0.0002358662,0.0003296989],"domain_scores_gemma":[0.9994898,0.0001137721,0.0001062017,0.0001859977,0.000007361766,0.00009690076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007321929,0.0002897974,0.9909917,0.0005261487,0.000004820782,0.000002959924,0.001362561,0.00002406895,0.0001269138,0.0000319113,0.00001560837,0.006550279],"study_design_scores_gemma":[0.0008077599,0.0001040393,0.9906568,0.000433778,0.000004015955,0.000002698905,0.001861139,0.0001160324,0.001245152,0.004331677,0.0002658892,0.0001709958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969759,0.00006973896,0.00000978719,0.0007365539,0.00008495079,0.002041123,0.00003641573,0.00002003158,0.00002551135],"genre_scores_gemma":[0.9982234,0.001139963,0.000233638,0.00003812038,0.000006442968,0.0003175454,0.00002728375,0.000005809533,0.000007844479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006379283,"threshold_uncertainty_score":0.5693074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03718098558086528,"score_gpt":0.3039717133246312,"score_spread":0.2667907277437659,"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."}}