{"id":"W2791368360","doi":"10.1097/prs.0000000000004333","title":"Evaluating the July Phenomenon in Plastic Surgery: A National Surgical Quality Improvement Program Analysis","year":2018,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Sept Iles","funders":"","keywords":"Medicine; Complication; Surgery; Specialty; Plastic surgery; Multivariate analysis; Dehiscence; Wound dehiscence; Significant difference; General surgery; Internal medicine; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01774656,0.0002320036,0.000403207,0.004255783,0.0006413828,0.001214387,0.0008156244,0.0002899134,0.0009282937],"category_scores_gemma":[0.03355115,0.0002146283,0.001052891,0.006937781,0.0007007556,0.001186873,0.002565418,0.0007522241,0.00007352729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002496623,"about_ca_system_score_gemma":0.004071068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01188794,"about_ca_topic_score_gemma":0.0129625,"domain_scores_codex":[0.9863942,0.006019442,0.001886552,0.0009682213,0.003804285,0.0009273153],"domain_scores_gemma":[0.9381511,0.0134583,0.0356492,0.001899725,0.007622539,0.003219169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004676296,0.00002829924,0.997143,0.0000297554,0.00006761872,0.000007974901,0.00007479823,0.00007035031,0.00001874646,0.00002750251,0.0001847547,0.002300503],"study_design_scores_gemma":[0.000005176849,0.0001100236,0.9984889,0.0000234414,0.00003567243,0.00002706583,0.0004218839,0.00060426,0.0000377569,0.00002892229,0.0002139101,0.000003104213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944208,0.0005133145,0.001804057,0.0005829643,0.00002726862,0.0002272755,0.001352299,0.00002890975,0.001043112],"genre_scores_gemma":[0.9972844,0.0001358282,0.001262685,0.00007993559,0.00002846869,0.00009436048,0.001057071,0.000005732076,0.00005145195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01774656,"threshold_uncertainty_score":0.09385389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0729793135684625,"score_gpt":0.3859541163568271,"score_spread":0.3129748027883646,"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."}}