{"id":"W4392391411","doi":"10.1093/af/vfad072","title":"Gold-standard experiments to deter predators from attacking farm animals","year":2024,"lang":"en","type":"article","venue":"Animal Frontiers","topic":"Wildlife Ecology and Conservation","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Predation; Biology; Zoology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05811648,0.003124802,0.003399797,0.002015787,0.002281431,0.002081658,0.003753824,0.005185149,0.0243901],"category_scores_gemma":[0.1172563,0.001491385,0.003609803,0.001536018,0.004198403,0.002500222,0.002084013,0.004161319,0.006839297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001597258,"about_ca_system_score_gemma":0.004835549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001109245,"about_ca_topic_score_gemma":0.002759338,"domain_scores_codex":[0.9360654,0.03672802,0.009149365,0.007855473,0.009255626,0.0009460851],"domain_scores_gemma":[0.8928367,0.04279952,0.02051674,0.02550583,0.01632184,0.002019406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.07813668,0.01624782,0.01651513,0.1399434,0.01144843,0.0009092779,0.00323204,0.003958792,0.103118,0.07320446,0.09248433,0.4608017],"study_design_scores_gemma":[0.05227031,0.1298839,0.03794601,0.02851234,0.01630481,0.001248722,0.001112428,0.00339424,0.08055067,0.09460176,0.5533908,0.0007839855],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07602105,0.04656848,0.4332542,0.006514375,0.014874,0.29244,0.01971337,0.002730044,0.1078844],"genre_scores_gemma":[0.1250648,0.01258537,0.4003726,0.01045032,0.001760777,0.4302706,0.004414544,0.0005418728,0.01453912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05811648,"threshold_uncertainty_score":0.307353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428075183103222,"score_gpt":0.2575848802887966,"score_spread":0.2433041284577643,"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."}}