{"id":"W4386256250","doi":"10.3390/agriculture13091706","title":"AI in Sustainable Pig Farming: IoT Insights into Stress and Gait","year":2023,"lang":"en","type":"article","venue":"Agriculture","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Wageningen University and Research","keywords":"Isolation (microbiology); Accelerometer; Internet of Things; Respiration rate; Computer science; Biology; Respiration; Computer security; Bioinformatics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004731448,0.0001630628,0.0001819459,0.00007928468,0.0002209895,0.00004264295,0.000100335,0.0001141127,0.00002060125],"category_scores_gemma":[0.00002516368,0.0001048086,0.00003766134,0.0004946225,0.00004099714,0.0001043731,0.0002363031,0.0002000347,0.00006177482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000445527,"about_ca_system_score_gemma":0.000009523776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000746095,"about_ca_topic_score_gemma":0.0002841433,"domain_scores_codex":[0.9991218,0.00003301336,0.0001390145,0.0002712978,0.0001274281,0.0003074447],"domain_scores_gemma":[0.9997017,0.00002699832,0.00002819671,0.00009995531,0.00008696171,0.00005623474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000435146,0.0006259858,0.4951611,0.001517378,0.0001915783,0.01442102,0.07868201,0.00003696444,0.1281491,0.0473407,0.2270012,0.006437735],"study_design_scores_gemma":[0.0002666018,0.0001958339,0.9275179,0.0000507056,0.0000176235,0.00001608236,0.02013815,0.000005389873,0.0002735861,0.0007513054,0.05054898,0.0002178494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945673,0.0009662443,0.000001162512,0.00144473,0.00005910976,0.0001964481,0.000004623063,0.0001444519,0.002615922],"genre_scores_gemma":[0.9952708,0.0001309482,0.00001229018,0.0001443435,0.00009053509,0.0000465411,0.00003081325,0.00001089081,0.004262812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4323567,"threshold_uncertainty_score":0.4273972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01970619685053353,"score_gpt":0.293740056526167,"score_spread":0.2740338596756335,"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."}}