{"id":"W4386326249","doi":"10.3389/fsufs.2023.970369","title":"Socio-economic futures for cellular agriculture: the development of a novel framework","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sustainable Food Systems","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Royal Roads University; University of the Fraser Valley","funders":"Agriculture and Agri-Food Canada; Ontario Genomics","keywords":"Futures contract; Agriculture; Food systems; Business; Marketing; Food security; Economics; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001121004,0.0002603168,0.0003715108,0.00007377908,0.000463113,0.0000593021,0.0005241842,0.0002367491,0.00002514399],"category_scores_gemma":[0.00009485805,0.0001670986,0.0001421719,0.0005396908,0.0002262088,0.0002360475,0.0002841428,0.0002042047,0.00002382388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001800577,"about_ca_system_score_gemma":0.00006339172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002616311,"about_ca_topic_score_gemma":0.00004680473,"domain_scores_codex":[0.9978457,0.00007902623,0.0005543668,0.0004215155,0.0003050372,0.0007943181],"domain_scores_gemma":[0.9992263,0.0001094398,0.0002102338,0.0003402323,0.00001463771,0.00009917337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002980769,0.0007618386,0.1223134,0.001921023,0.0004582705,0.00002270793,0.07340909,0.3813179,0.002787031,0.01289391,0.4009946,0.002822209],"study_design_scores_gemma":[0.001247126,0.000327144,0.04289408,0.00007821646,0.00004999822,0.00000517639,0.7026705,0.003729888,0.001665718,0.005129675,0.2414494,0.0007530606],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9210845,0.0008241014,0.0712524,0.0006133764,0.001291385,0.003478218,0.00004189282,0.0001017115,0.001312455],"genre_scores_gemma":[0.9898989,0.0000110451,0.004390211,0.00002679816,0.0001307272,0.0005496667,0.00003575776,0.0000245986,0.004932296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6292614,"threshold_uncertainty_score":0.6814084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108446767860875,"score_gpt":0.218365976316963,"score_spread":0.2075212995308755,"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."}}