{"id":"W2995049319","doi":"10.3168/jds.2018-16231","title":"Identifying barriers to successful dairy cow transition management","year":2019,"lang":"en","type":"article","venue":"Journal of Dairy Science","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stocking; Ice calving; Period (music); Work (physics); Dairy cattle; Transition (genetics); Dairy industry; Transition management (governance); Business; Agricultural science; Animal science; Biology; Ecology; Sustainability; Food science; Engineering; Lactation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.008384461,0.0002467969,0.0003650457,0.0006411202,0.004049314,0.002316255,0.001066571,0.0008212356,0.001457969],"category_scores_gemma":[0.02366283,0.0003001126,0.0002052381,0.0005670576,0.001555633,0.001075302,0.002454736,0.001226457,0.0001134129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003960678,"about_ca_system_score_gemma":0.008493113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05441532,"about_ca_topic_score_gemma":0.09013813,"domain_scores_codex":[0.9921536,0.00427484,0.0004699612,0.0003448596,0.001268757,0.001488058],"domain_scores_gemma":[0.9800599,0.01114085,0.003257857,0.0004773622,0.002967538,0.002096539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002177609,0.0003722962,0.2832917,0.001184922,0.00005938921,0.001851946,0.6092791,0.0003551396,0.007001395,0.002071927,0.002535052,0.09177926],"study_design_scores_gemma":[0.000008979534,0.0002703216,0.2213733,0.0008024523,0.00003910156,0.000361845,0.7575245,0.0007313089,0.0008280235,0.0007106262,0.01730453,0.00004500106],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938632,0.0004265652,0.0008476929,0.001659192,0.00001645166,0.0001023434,0.00002799157,0.00001012412,0.003046431],"genre_scores_gemma":[0.9973916,0.0003768544,0.001530028,0.000175389,0.000004895353,0.00006277212,0.00002035265,0.000003956963,0.0004340864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05441532,"threshold_uncertainty_score":0.1081972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03697869270439825,"score_gpt":0.3355731439785454,"score_spread":0.2985944512741471,"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."}}