{"id":"W4255128648","doi":"10.7287/peerj.preprints.2350","title":"A clinical audit cycle of post-operative hypothermia in dogs","year":2016,"lang":"en","type":"preprint","venue":"","topic":"Thermal Regulation in Medicine","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Hypothermia; Audit; Perioperative; Incidence (geometry); Clinical audit; Anesthesia; Rectal temperature; Clinical Practice; Emergency medicine; Physical therapy; Accounting; Business","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008731314,0.00024638,0.001016666,0.0002195261,0.000008808454,0.000004130332,0.0001932676,0.0004985391,0.003086553],"category_scores_gemma":[0.001065669,0.0001522586,0.0002199562,0.00009597147,0.0003194384,0.00003335091,0.000283347,0.0006919729,0.0001097706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001205557,"about_ca_system_score_gemma":0.0005269058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001833199,"about_ca_topic_score_gemma":0.00006048411,"domain_scores_codex":[0.9975531,0.0001932211,0.00114043,0.0004791576,0.0004150405,0.0002190457],"domain_scores_gemma":[0.9979802,0.0004431713,0.0003348035,0.0007472999,0.0003270404,0.0001674813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004868327,0.002900215,0.7101569,0.001758978,0.001241844,0.0004135133,0.00422927,0.0002144253,0.04108271,0.009394553,0.01066688,0.2130724],"study_design_scores_gemma":[0.005514699,0.000610711,0.9830774,0.002868115,0.0001213439,0.00002450256,0.000161478,0.0003865517,0.001432796,0.00339306,0.00214375,0.0002655679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533321,0.0001749636,0.0006239809,0.008187248,0.0006661528,0.0009543421,0.00002597103,0.0001101697,0.0359251],"genre_scores_gemma":[0.9878561,0.00008778364,0.002195528,0.001222956,0.0006179183,0.00003860933,0.0000218589,0.000064358,0.007894896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2729205,"threshold_uncertainty_score":0.9978248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.035192774163312,"score_gpt":0.3912012554650202,"score_spread":0.3560084813017082,"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."}}