{"id":"W3118651968","doi":"10.21423/aabppro20197247","title":"“If it ain’t broke don’t fix it”","year":2019,"lang":"en","type":"article","venue":"American Association of Bovine Practitioners Conference Proceedings","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Guelph","funders":"","keywords":"Milking; Mastitis; Business; Dairy industry; Hygiene; Quality (philosophy); Agricultural science; Animal science; Medicine; Food science; Environmental science; Biology","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":[0.002463524,0.0004518976,0.000288005,0.0003588274,0.004212088,0.001450102,0.0007948258,0.001978432,0.0210764],"category_scores_gemma":[0.006467313,0.000216433,0.0004050688,0.0003829572,0.003378081,0.001909506,0.001228259,0.00318693,0.007045911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003412549,"about_ca_system_score_gemma":0.003230356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07157049,"about_ca_topic_score_gemma":0.1138408,"domain_scores_codex":[0.99786,0.0005938177,0.00008725312,0.0001871597,0.0008338294,0.0004378374],"domain_scores_gemma":[0.9972037,0.0002901431,0.0004747579,0.0001885153,0.001342473,0.0005004214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003021934,0.0006179705,0.09310814,0.0009197312,0.0001653981,0.001459924,0.06454756,0.0002685685,0.01404068,0.01385207,0.5197639,0.2909538],"study_design_scores_gemma":[0.000039585,0.0004144184,0.06076195,0.0005836961,0.00006969069,0.001305331,0.06034133,0.0002840815,0.002112811,0.003978601,0.8699658,0.0001426645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2329937,0.005930491,0.01126553,0.4543175,0.005701394,0.0004413136,0.0008953745,0.0009247072,0.2875301],"genre_scores_gemma":[0.5838089,0.005589049,0.01377821,0.1329016,0.0007541646,0.000302061,0.0005294333,0.0003187957,0.2620178],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07157049,"threshold_uncertainty_score":0.1423078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542508330350798,"score_gpt":0.24866882417978,"score_spread":0.233243740876272,"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."}}