{"id":"W4361286869","doi":"10.1016/j.cosust.2023.101277","title":"Alternative sources of protein for food and feed","year":2023,"lang":"en","type":"article","venue":"Current Opinion in Environmental Sustainability","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Sustainability; Algae; Business; Work (physics); Natural resource economics; Animal feed; Scale (ratio); Food systems; Agriculture; Environmental science; Food security; Environmental resource management; Biotechnology; Biology; Ecology; Engineering; Geography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001297563,0.000781081,0.0009758766,0.0007947096,0.0002707478,0.002355962,0.001130992,0.003020447,0.008602659],"category_scores_gemma":[0.0005907363,0.0001918763,0.000532783,0.001115618,0.001401279,0.00363809,0.001363722,0.0022222,0.002864473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009277323,"about_ca_system_score_gemma":0.0005617333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000582239,"about_ca_topic_score_gemma":0.001170271,"domain_scores_codex":[0.9995264,0.00008163763,0.00003071711,0.0001250838,0.0001783485,0.00005777244],"domain_scores_gemma":[0.9995188,0.0001327176,0.0001229573,0.00002497322,0.0001461397,0.00005447161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001509839,0.0004693694,0.001196933,0.01535384,0.000468867,0.00114363,0.0003194652,0.001533156,0.4054648,0.06098747,0.04512402,0.4664287],"study_design_scores_gemma":[0.00008199793,0.0003871091,0.001884253,0.001502754,0.0001543301,0.0008377415,0.0005524817,0.0008152996,0.0224573,0.02708514,0.9442002,0.00004154918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02761752,0.8831868,0.01368529,0.04239065,0.006446412,0.00003475415,0.0004161735,0.00008350041,0.02613899],"genre_scores_gemma":[0.09037279,0.8710884,0.009411487,0.007350648,0.0040173,0.00007391694,0.0007130879,0.0000747623,0.0168976],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008602659,"threshold_uncertainty_score":0.02877873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0191897669686897,"score_gpt":0.2832526417304424,"score_spread":0.2640628747617527,"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."}}