{"id":"W3174167314","doi":"10.3390/healthcare9070790","title":"Peri-Operative Care","year":2021,"lang":"en","type":"article","venue":"Healthcare","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"South Health Campus; University of Calgary","funders":"","keywords":"Medicine; General surgery","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":[0.00005350315,0.00009761517,0.0004234442,0.00002629725,0.00009108494,0.00001394807,0.00002385387,0.00008859854,0.0003904994],"category_scores_gemma":[0.0000986109,0.00007859906,0.0002327636,0.0001475948,0.00002713988,0.00002495462,0.00001778159,0.0001705188,0.0001248894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009506474,"about_ca_system_score_gemma":0.0003877119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008203715,"about_ca_topic_score_gemma":0.00007579887,"domain_scores_codex":[0.9991013,0.0001028875,0.0001497503,0.0002182153,0.0002152294,0.0002126153],"domain_scores_gemma":[0.999109,0.00008704614,0.00001622171,0.0002478617,0.0003081633,0.0002316642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001932002,0.0001027066,0.8668302,0.001299055,0.0001227721,0.0078131,0.01586728,0.000002192757,0.0005309317,0.04025294,0.001680711,0.06530488],"study_design_scores_gemma":[0.0008610699,0.0001535078,0.2671329,0.0001204638,0.00004451353,0.0007145625,0.01366299,0.000004694727,0.001553108,0.0000131969,0.7155946,0.0001444069],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7286883,0.03042372,0.00002200893,0.09086657,0.0005484939,0.0005344742,0.00002927733,0.0001947922,0.1486924],"genre_scores_gemma":[0.9823874,0.0003132461,0.0004764764,0.008140573,0.0002420951,0.00001751627,0.00009142768,0.00001704862,0.008314203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7139139,"threshold_uncertainty_score":0.4275695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249223066069898,"score_gpt":0.3552342561346193,"score_spread":0.3327420254739203,"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."}}