{"id":"W7000021125","doi":"","title":"An Economic- and Environmental Assessment of Ground Beef in Response to the Introduction of Plant-Based Meat Alternatives in the United States","year":2021,"lang":"en","type":"other","venue":"eScholarship (California Digital Library)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Beef cattle; Environmental impact assessment; Feedlot; Production (economics); Consumption (sociology); Livestock; Agriculture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001302785,0.0003431817,0.0001750714,0.0009333356,0.0004118716,0.001389064,0.0002998104,0.0003762365,0.001577867],"category_scores_gemma":[0.0008507331,0.0001386661,0.0006591194,0.001296299,0.0002624654,0.0005119694,0.0004300068,0.0005185891,0.0001382779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004203723,"about_ca_system_score_gemma":0.001105419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.031371,"about_ca_topic_score_gemma":0.07517487,"domain_scores_codex":[0.9993564,0.0001498108,0.00002513348,0.00007191135,0.0003207598,0.00007594687],"domain_scores_gemma":[0.999212,0.0002001986,0.0001874616,0.00001737509,0.0003375129,0.00004541922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005410684,0.001517586,0.6056293,0.001706793,0.00108852,0.001992977,0.001381687,0.09215469,0.05868871,0.01025504,0.01025731,0.2099166],"study_design_scores_gemma":[0.00003536704,0.003297684,0.93303,0.0003947033,0.0003045826,0.0002362699,0.005106622,0.02486415,0.01125515,0.001630611,0.01977628,0.00006856766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897042,0.0009909058,0.0006638906,0.0003711539,0.00002533034,0.00006767389,0.002168908,0.000009177315,0.005998807],"genre_scores_gemma":[0.9904297,0.001538287,0.001859534,0.0001479409,0.00001551375,0.00004435012,0.002012851,0.000006860226,0.003944948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.031371,"threshold_uncertainty_score":0.0623768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278481494962639,"score_gpt":0.2420337043391011,"score_spread":0.2292488893894747,"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."}}