{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00292712,0.000307275,0.001011657,0.0007701483,0.0002289847,0.00004830529,0.0001010971,0.000116654,0.0008614132],"category_scores_gemma":[0.01301581,0.0002043252,0.0005417358,0.001850941,0.0004925893,0.0001319372,0.00008231404,0.0003547367,0.00008103145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003411855,"about_ca_system_score_gemma":0.0009717423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009722353,"about_ca_topic_score_gemma":0.00007888999,"domain_scores_codex":[0.9964046,0.0003141641,0.001141017,0.0006075829,0.000946385,0.0005861936],"domain_scores_gemma":[0.9739075,0.02460377,0.0003910799,0.0002959832,0.0005336672,0.0002679972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006221496,0.000441692,0.8852066,0.00006667115,0.0009237202,0.00004329939,0.0002137742,0.00003041633,0.0001363683,0.000196507,0.0001689104,0.1119498],"study_design_scores_gemma":[0.0007356564,0.0004561714,0.9910799,0.0001785566,0.0004887626,0.00006098777,0.000378855,0.005041546,0.0001501119,0.0004077042,0.0006778357,0.000343864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962676,0.00006681916,0.0001114485,0.0001805647,0.001242695,0.0004840175,0.00004925832,0.0000816865,0.001515881],"genre_scores_gemma":[0.9984921,0.00001277009,0.0005890924,0.000069245,0.0004571556,0.0001826477,0.00006445508,0.00002262837,0.0001099333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.111606,"threshold_uncertainty_score":0.995298,"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."}}