{"id":"W4281694062","doi":"10.15537/smj.2022.6.20220136","title":"Effect of bariatric surgery on cardiac function in obese patients","year":2022,"lang":"en","type":"article","venue":"Saudi Medical Journal","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Surgery; Obesity; Internal medicine","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":[0.004966461,0.0001325329,0.0006407346,0.0005434678,0.0001230481,0.000005521112,0.00008880729,0.0001027821,0.002508798],"category_scores_gemma":[0.003218635,0.00009607124,0.0004030384,0.0006904913,0.00003478061,0.00004885056,0.00006712467,0.001177525,0.00001631861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000190935,"about_ca_system_score_gemma":0.0003856448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001840733,"about_ca_topic_score_gemma":6.475885e-7,"domain_scores_codex":[0.9963192,0.000984924,0.0006019461,0.0001611811,0.001644087,0.000288616],"domain_scores_gemma":[0.9969698,0.002292684,0.000205671,0.0001495788,0.00005375547,0.0003285089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001965744,0.0002988982,0.8447385,0.00008040584,0.00007676177,0.0001931643,0.00003902654,0.0000097611,0.00001235267,0.00001159818,0.01288202,0.1396917],"study_design_scores_gemma":[0.002917073,0.00191297,0.9884043,0.0001472117,0.0001813521,0.0001254217,0.00003596898,0.00003006266,0.00009253176,0.00007946481,0.00596303,0.0001105695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930705,0.0007201215,0.00001003126,0.0008132705,0.004517338,0.0001615277,0.000004802076,0.0000144776,0.0006878794],"genre_scores_gemma":[0.9984059,0.0002396276,0.000004741377,0.0006280633,0.0005981346,0.00001365054,0.0000181046,0.00001527582,0.00007653904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1436658,"threshold_uncertainty_score":0.9984031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00810825601362582,"score_gpt":0.2506950314319947,"score_spread":0.2425867754183689,"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."}}