{"id":"W3211029005","doi":"10.1097/gox.0000000000003890","title":"The Impact of COVID-19 on Patient Interest in Facial Plastic Surgery","year":2021,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Popularity; Social media; Coronavirus disease 2019 (COVID-19); Likert scale; Perception; Psychology; Pandemic; Medicine; Medical education; Disease; Social psychology; Computer science","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":[0.0005028709,0.000213828,0.0006797691,0.0001593164,0.0001386771,0.0000805712,0.00009034768,0.0001005751,0.0005228906],"category_scores_gemma":[0.01672196,0.0001512804,0.000381227,0.0005841187,0.0001780166,0.0001629263,0.0001105124,0.0002009847,0.00004039519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000770469,"about_ca_system_score_gemma":0.00228846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007552789,"about_ca_topic_score_gemma":0.0007498291,"domain_scores_codex":[0.9980873,0.0003014217,0.0007215883,0.0003486343,0.000205726,0.0003353087],"domain_scores_gemma":[0.9876401,0.01129066,0.0003476163,0.0002292323,0.0002594362,0.0002328816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003620075,0.000270778,0.9588556,0.00003647969,0.0002595001,0.0001726046,0.00005214314,0.0005708656,0.0000738796,0.000718503,0.002090458,0.03327909],"study_design_scores_gemma":[0.001212157,0.0002664104,0.9937646,0.0003757672,0.00006290937,0.000486619,0.0003997349,0.001042434,0.0002455222,0.0009933648,0.0009315246,0.000218906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938089,0.00005951075,0.0006207215,0.0001241014,0.002822991,0.0003678566,0.0002203016,0.00001820444,0.001957427],"genre_scores_gemma":[0.9996798,0.00002426718,0.00001790481,0.00006956619,0.00008352161,0.0000341507,0.00006318097,0.00001017855,0.00001739806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03490903,"threshold_uncertainty_score":0.9915606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05222472975514355,"score_gpt":0.3265870254848915,"score_spread":0.274362295729748,"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."}}