{"id":"W3164371315","doi":"10.1016/j.animal.2021.100233","title":"Using Realistic Evaluation to understand how interventions work on dairy farms","year":2021,"lang":"en","type":"article","venue":"animal","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Alberta Innovates; University of British Columbia; Agriculture and Agri-Food Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Dairy Commission","keywords":"Psychological intervention; Context (archaeology); Intervention (counseling); Colostrum; Animal welfare; Work (physics); Knowledge management; Business; Process management; Applied psychology; Psychology; Operations management; Computer science; Medical education; Nursing; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0812579,0.001485275,0.001131138,0.001588997,0.002151784,0.005000835,0.002710978,0.002397943,0.006417656],"category_scores_gemma":[0.1414544,0.0006499324,0.001192357,0.001176387,0.002939395,0.006046971,0.003327197,0.00185704,0.000621063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01124067,"about_ca_system_score_gemma":0.01184583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004935322,"about_ca_topic_score_gemma":0.006014686,"domain_scores_codex":[0.8499349,0.1328327,0.003911745,0.002104391,0.00782714,0.003389122],"domain_scores_gemma":[0.8916159,0.08855277,0.006405986,0.003717091,0.007599321,0.002108879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.005808853,0.02225531,0.03405408,0.02136353,0.00122449,0.001120082,0.05858638,0.04463373,0.007253315,0.09125309,0.01646875,0.6959784],"study_design_scores_gemma":[0.01422298,0.09937958,0.07829819,0.05481117,0.003783681,0.001159393,0.1080805,0.08243281,0.03615889,0.1649846,0.3553617,0.001326584],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5841999,0.008929851,0.167042,0.02624425,0.001103245,0.05614261,0.001525308,0.0009742519,0.1538385],"genre_scores_gemma":[0.8446442,0.002165439,0.1268192,0.001796706,0.00006213326,0.02165608,0.0002498837,0.0000722184,0.002534215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0812579,"threshold_uncertainty_score":0.429738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5275849362312267,"score_gpt":0.4806625130050646,"score_spread":0.04692242322616208,"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."}}