{"id":"W655230489","doi":"","title":"The use of HOBO's in lameness detection in Alberta dairy cows.","year":2012,"lang":"en","type":"dissertation","venue":"Utrecht University Repository (Utrecht University)","topic":"Animal Behavior and Welfare Studies","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lying; Lameness; Veterinary medicine; Animal science; Biology; Medicine; Surgery","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":[0.0009393418,0.0001776104,0.0001867274,0.00102791,0.0005602353,0.0007646759,0.0003707524,0.0002616312,0.0006725047],"category_scores_gemma":[0.00148362,0.0001614967,0.0001875846,0.0007491444,0.0003283363,0.0001643477,0.0004487051,0.0002368127,0.0001682156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599041,"about_ca_system_score_gemma":0.0009872519,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2183356,"about_ca_topic_score_gemma":0.4985928,"domain_scores_codex":[0.9994474,0.0001208293,0.00002210415,0.00007296355,0.0002610059,0.00007555369],"domain_scores_gemma":[0.9991485,0.0001671612,0.0002297198,0.00002751038,0.0002943224,0.0001327894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004942136,0.0001555121,0.9073451,0.0001388102,0.00004494271,0.0001611509,0.00194607,0.0002573638,0.0141495,0.00006566121,0.0004129691,0.07482862],"study_design_scores_gemma":[0.00000334776,0.0001904475,0.9968453,0.00001784261,0.00001421344,0.00004014721,0.0009655269,0.000358508,0.0008451913,0.00002079759,0.0006888646,0.000009853672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966858,0.0003853847,0.0003816455,0.00007142295,0.000008279043,0.00003419807,0.0003340439,0.00001289177,0.002086305],"genre_scores_gemma":[0.9922609,0.0006943512,0.003517266,0.00006521768,0.000007856059,0.00003511934,0.0005090105,0.00000513311,0.002905286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7816644,"threshold_uncertainty_score":0.4341295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04240676327765823,"score_gpt":0.2469064547673154,"score_spread":0.2044996914896572,"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."}}