{"id":"W4402849813","doi":"10.3390/vetsci11100453","title":"An Expert Consensus Study Regarding Management Practices to Prevent Infectious Mortality in Preweaned Beef Calves in Western Canada","year":2024,"lang":"en","type":"article","venue":"Veterinary Sciences","topic":"Animal health and immunology","field":"Veterinary","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Calgary","funders":"Results Driven Agriculture Research","keywords":"Cornerstone; Best practice; Medicine; Delphi method; Delphi; Herd; Veterinary medicine; Family medicine; Political science; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001280814,0.0001984531,0.0002605607,0.0003531762,0.0001751565,0.0001338003,0.0003985725,0.00004810155,0.00003716696],"category_scores_gemma":[0.00007056747,0.0001776025,0.00002524539,0.0007329432,0.0001109307,0.0004361164,0.0002288205,0.0002003297,0.00001420162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003342472,"about_ca_system_score_gemma":0.0003342669,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5118225,"about_ca_topic_score_gemma":0.5099164,"domain_scores_codex":[0.9973122,0.000575943,0.0004676938,0.0007532358,0.0003452626,0.0005455986],"domain_scores_gemma":[0.9992527,0.0001891072,0.0001082917,0.0003031327,0.00001735898,0.0001294277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002674934,0.003049874,0.9064993,0.0008191627,0.0001670646,0.03612816,0.02374139,0.000620794,0.009732897,0.0002026551,0.0006065883,0.01575718],"study_design_scores_gemma":[0.0004218893,0.02596231,0.944267,0.0003066394,0.00001348103,0.0006136915,0.01890959,0.002252636,0.0000306674,0.00004706506,0.006750986,0.0004240969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957609,0.0006799773,0.000004353048,0.0004324422,0.0008433447,0.001009338,0.000007478504,0.00008258487,0.001179621],"genre_scores_gemma":[0.9991779,0.00004021702,0.0001739721,0.0002562966,0.00004767488,0.000183881,0.000001756479,0.0000123048,0.0001059813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03776764,"threshold_uncertainty_score":0.7242419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1454957928527331,"score_gpt":0.4510048177807879,"score_spread":0.3055090249280549,"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."}}