{"id":"W4410405368","doi":"10.1093/asjof/ojaf041","title":"Origin of CAPSCO During the COVID-19 Lockdown: A Paradigm Shift in Cultural Change from Competition to Developing a Collaborative Community Amongst Practicing Plastic Surgeons","year":2025,"lang":"en","type":"letter","venue":"Aesthetic Surgery Journal Open Forum","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus Infections; Psychology; Medicine; Virology; Pathology; Outbreak; Infectious disease (medical specialty)","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002905671,0.000604201,0.001881597,0.0009954481,0.001150996,0.0003994381,0.0007679086,0.0005202636,0.0001269455],"category_scores_gemma":[0.003210832,0.0004443304,0.0002737086,0.001840991,0.0001997536,0.0005527129,0.0004780526,0.004968106,0.00001837346],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002527947,"about_ca_system_score_gemma":0.009395661,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0619796,"about_ca_topic_score_gemma":0.02724231,"domain_scores_codex":[0.9936413,0.002435279,0.001578613,0.0004357875,0.0008304071,0.0010786],"domain_scores_gemma":[0.988122,0.008793818,0.0013574,0.0007408752,0.0004368516,0.0005490082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001991848,0.0002445937,0.1405694,0.0008911262,0.0003332987,0.005406297,0.01645273,0.00006768332,0.000009733002,0.0002215076,0.8322941,0.001517642],"study_design_scores_gemma":[0.001870213,0.0002441479,0.0693013,0.01116967,0.0001894182,0.003294011,0.004245456,0.0000118612,0.00002881019,0.0008333392,0.908169,0.0006428315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2194172,0.0003075469,0.0001394529,0.7771702,0.000867733,0.001797602,0.0002106028,0.00002538903,0.00006428987],"genre_scores_gemma":[0.4704402,0.0004181963,0.00006664161,0.5283288,0.0001604238,0.000162863,0.0002992924,0.00005175105,0.00007180416],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2510231,"threshold_uncertainty_score":0.9998009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.14473904971906,"score_gpt":0.4013482595894784,"score_spread":0.2566092098704184,"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."}}