{"id":"W4221137215","doi":"10.5851/fl.2022.e4","title":"Current status of research and market in alternative protein","year":2022,"lang":"en","type":"article","venue":"Food and Life","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cargill (Canada); Lallemand (Canada); Maple Leaf Foods","funders":"Korea Institute of Planning and Evaluation for Technology in Food, Agriculture and Forestry; Ministry of Agriculture, Food and Rural Affairs; Ministry of Trade, Industry and Energy","keywords":"Sustainability; Livestock; Food security; Biotechnology; Business; Agriculture; Production (economics); Population; Biology; Economics","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":[0.0003301127,0.00002841683,0.00005239069,0.00001650109,0.00009549602,0.000009745892,0.00003734877,0.0000089684,0.0002745207],"category_scores_gemma":[0.00006818759,0.00001168479,0.000006164966,0.0002011116,0.00003862026,0.00002119543,0.00009457434,0.00009424594,2.769338e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009468768,"about_ca_system_score_gemma":0.000007969369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001898524,"about_ca_topic_score_gemma":0.0001855973,"domain_scores_codex":[0.9994126,0.0001567045,0.00006152931,0.00009301244,0.0001348742,0.0001412871],"domain_scores_gemma":[0.9998139,0.00007917279,0.0000174725,0.00001184925,0.00002076233,0.000056826],"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":[0.001637293,0.001715852,0.394416,0.0003903668,0.00004586971,0.00001545673,0.007581541,0.00001857567,0.108901,0.03948139,0.01039041,0.4354063],"study_design_scores_gemma":[0.000663435,0.004705765,0.835238,0.00006109634,0.000001574392,0.000002002931,0.003183356,0.0005928356,0.003438883,0.004352473,0.147601,0.0001595159],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978197,0.0008381383,1.035106e-7,0.0001917545,0.00002995606,0.0001740169,0.00003866231,0.000004164612,0.0009035443],"genre_scores_gemma":[0.9997315,0.000104833,0.00000239053,0.00002358826,0.00002913869,0.00002928381,0.000007611292,2.082307e-7,0.00007144078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.440822,"threshold_uncertainty_score":0.3005809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07050603888275454,"score_gpt":0.3124829604336588,"score_spread":0.2419769215509043,"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."}}