{"id":"W4393301709","doi":"10.15353/cfs-rcea.v11i1.638","title":"Beef, Beans, or Byproducts?","year":2024,"lang":"en","type":"article","venue":"Canadian Food Studies / La Revue canadienne des études sur l alimentation","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"York University","keywords":"Food science; Business; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.001468845,0.000287289,0.0002295242,0.0008207944,0.003973317,0.006088117,0.0006235178,0.001290027,0.01511102],"category_scores_gemma":[0.001873384,0.0001202212,0.0001709055,0.00166392,0.008773741,0.003286802,0.001977703,0.001322611,0.001605733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01440176,"about_ca_system_score_gemma":0.008439324,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6049707,"about_ca_topic_score_gemma":0.7999808,"domain_scores_codex":[0.9991376,0.0002151879,0.00001497624,0.0001134722,0.0002904589,0.0002281247],"domain_scores_gemma":[0.9992943,0.0001283413,0.00007880137,0.00004855733,0.0002137907,0.0002360715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002749279,0.0001082292,0.03277885,0.000888854,0.0000459765,0.001292519,0.07180571,0.0001619638,0.002517057,0.3802829,0.2150891,0.2947539],"study_design_scores_gemma":[0.000005288879,0.00002025317,0.01440383,0.0004997688,0.00000915499,0.0001772513,0.06097292,0.00004701759,0.0004064318,0.01565215,0.9077863,0.00001972285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1167937,0.06045857,0.002500176,0.2008734,0.002161008,0.00004707699,0.001144201,0.0001138261,0.6159081],"genre_scores_gemma":[0.7447731,0.03628768,0.002122067,0.03353939,0.0003773507,0.00002409566,0.0006616758,0.00008917243,0.1821255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6049707,"threshold_uncertainty_score":0.7947114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853987929762773,"score_gpt":0.2408997367888389,"score_spread":0.2123598574912112,"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."}}