{"id":"W4316927640","doi":"10.1371/journal.pone.0280098","title":"Broad-spectrum infrared thermography for detection of M2 digital dermatitis lesions on hind feet of standing dairy cattle","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Milk; Universiteit Utrecht","keywords":"Medicine; Lesion; Thermography; Foot (prosody); Odds ratio; Logistic regression; Nuclear medicine; Internal medicine; Surgery; Infrared","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":[0.001532649,0.0004835242,0.0003743318,0.0009331097,0.0003150843,0.0008695128,0.0003722785,0.0004939382,0.001263132],"category_scores_gemma":[0.002657099,0.0002699129,0.0005376762,0.000634816,0.0003108285,0.0004139178,0.0004179781,0.0005935048,0.0002628271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002763541,"about_ca_system_score_gemma":0.0002071881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002871896,"about_ca_topic_score_gemma":0.004924092,"domain_scores_codex":[0.9988244,0.0004669732,0.00007577443,0.0002634906,0.0002347796,0.0001346228],"domain_scores_gemma":[0.9982395,0.000613628,0.0007482309,0.00009441303,0.000168632,0.0001355994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002051884,0.00005907166,0.9945523,0.00002990282,0.00006870762,0.00006543104,0.00005871714,0.0001009434,0.002227904,0.0000071506,0.00002930172,0.002595343],"study_design_scores_gemma":[0.000003106919,0.0003266016,0.9979129,0.00001706711,0.00005531043,0.0003085983,0.0001667968,0.0005651806,0.0005129357,0.0000135477,0.0001136946,0.000004210615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988087,0.0003358077,0.0004580369,0.00001358491,0.000004111707,0.000008066116,0.00009029621,0.000006239774,0.000275018],"genre_scores_gemma":[0.9988617,0.0001353428,0.0006890441,0.00001306949,0.000005785585,0.000006098733,0.0001029247,0.000002140885,0.0001839077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002871896,"threshold_uncertainty_score":0.008105516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065915027998617,"score_gpt":0.2969610819874322,"score_spread":0.1903695791875705,"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."}}