{"id":"W2110435566","doi":"10.1186/1471-2482-4-11","title":"Development of a perioperative medicine research agenda: a cross sectional survey","year":2004,"lang":"en","type":"article","venue":"BMC Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"Fondation pour la Recherche Médicale; Government of Canada","keywords":"Cross-sectional study; Medicine; Perioperative; Survey research; Family medicine; Surgery; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006192384,0.0001374252,0.0007647105,0.0002935668,0.0001618619,0.00001376595,0.0000577759,0.0001054223,0.0004240792],"category_scores_gemma":[0.003105629,0.00009902507,0.0002615717,0.0005556852,0.0003704543,0.00005011337,0.00003741158,0.000211268,0.00006372565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001870974,"about_ca_system_score_gemma":0.001698642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002775124,"about_ca_topic_score_gemma":0.0002205921,"domain_scores_codex":[0.9975006,0.0003304421,0.0005990801,0.0002858494,0.0009494232,0.0003346035],"domain_scores_gemma":[0.995417,0.003566653,0.00006470772,0.0002226683,0.0005607503,0.0001681999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005461434,0.0001187704,0.9958124,0.00009195295,0.00007918102,0.0001027558,0.001296045,0.00001181839,0.0007250935,0.0006521071,0.0001918206,0.0003719252],"study_design_scores_gemma":[0.0009083803,0.00004006415,0.9653101,0.00009774775,0.00000675743,0.0001138587,0.0002265518,0.000001559819,0.001438754,0.000006243226,0.03175296,0.00009705278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922498,0.0003113064,0.0002394305,0.000229701,0.0002288169,0.0002196381,0.000005345813,0.00002824973,0.00648764],"genre_scores_gemma":[0.9943493,0.00003286613,0.001498781,0.0001669285,0.0002036958,0.0000354558,0.00007977445,0.00001983241,0.00361334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03156114,"threshold_uncertainty_score":0.464337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3442903921956897,"score_gpt":0.4483366039514836,"score_spread":0.1040462117557939,"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."}}