{"id":"W6944165652","doi":"10.17605/osf.io/x736n","title":"MAIN COMPLICATIONS IN THE POST-OPERATORY OF HEART SURGERIES: SCOPING REVIEW","year":2020,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cardiac surgery; Cardiothoracic surgery; MEDLINE; Surgical procedures","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003690585,0.0001690873,0.000605158,0.0000674118,0.00006406567,0.00001635372,0.0003582208,0.00007912421,0.06445373],"category_scores_gemma":[0.002043453,0.0001480699,0.000286962,0.0003610695,0.0001392411,0.0001104878,0.0003253237,0.0003310746,0.04481068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006005795,"about_ca_system_score_gemma":0.0003310235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001148243,"about_ca_topic_score_gemma":0.0000160934,"domain_scores_codex":[0.9973775,0.0006499447,0.0006573786,0.0007784496,0.0003178354,0.0002189338],"domain_scores_gemma":[0.9971008,0.0005527752,0.0001376068,0.001932171,0.0001454181,0.0001311999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006486763,0.001317375,0.6030866,0.01850699,0.0002987533,0.0001868144,0.006560775,0.00005829612,0.05210092,0.003595113,0.2669379,0.04670174],"study_design_scores_gemma":[0.0008568132,0.00001404913,0.7353831,0.03007383,0.0002632031,0.0004210283,0.0009523419,0.0000778652,0.01450479,0.0003515483,0.2164357,0.0006657385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2545406,0.0006871914,0.0009494481,0.07295366,0.0001611139,0.008708999,0.00006790111,0.0004026185,0.6615285],"genre_scores_gemma":[0.9714669,0.004396029,0.0009285035,0.02052145,0.00005696106,0.0006442594,0.00005196448,0.00003548672,0.001898426],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7169263,"threshold_uncertainty_score":0.955933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02963506396414859,"score_gpt":0.3057662203026628,"score_spread":0.2761311563385142,"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."}}