{"id":"W6954849522","doi":"10.57912/23834523.v1","title":"The Sheep Ranching Industry of Canada","year":2023,"lang":"en","type":"article","venue":"American University Research Archive","topic":"Agriculture and Farm Safety","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livestock; Agriculture; Productivity; Work (physics); Production (economics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004252846,0.00005779577,0.00009671725,0.00001768858,0.0009245632,0.00001279995,0.0005048068,0.00002545493,0.00002572774],"category_scores_gemma":[0.00005395252,0.00001951382,0.00004385924,0.001473063,0.0005173559,0.00004043878,0.0002722361,0.0004720973,0.00001123785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000552553,"about_ca_system_score_gemma":0.0001141967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5352041,"about_ca_topic_score_gemma":0.7624267,"domain_scores_codex":[0.9986425,0.0002975563,0.00006995174,0.0001555827,0.0004112505,0.0004231635],"domain_scores_gemma":[0.998288,0.001382639,0.0000481055,0.0000607875,0.00008818399,0.0001322442],"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":[0.000609113,0.00008955639,0.1131013,0.0000103603,0.0001850148,0.0002788309,0.001818066,0.0001201408,0.1533155,0.01622665,0.2269337,0.4873118],"study_design_scores_gemma":[0.00008420071,0.0001982529,0.6942113,0.000009027537,0.000003406549,0.000001867468,0.03051579,0.00009361102,0.0002257761,0.0005510769,0.2739994,0.0001063609],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805266,0.00001023257,0.000002162973,0.002479445,0.00002530422,0.0001093636,0.0001143522,0.00002646252,0.01670603],"genre_scores_gemma":[0.997968,0.0001256066,0.00001403962,0.00003741769,0.00006201315,4.752029e-7,0.00002826107,3.966423e-7,0.001763759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5811099,"threshold_uncertainty_score":0.7111086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022657519990945,"score_gpt":0.2350760417274209,"score_spread":0.2148494665275115,"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."}}