{"id":"W3134469533","doi":"10.1016/j.amjsurg.2021.02.024","title":"Unmasking the unmasked","year":2021,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"SAFER; Pandemic; Personal protective equipment; Crowding; Disease; Coronavirus disease 2019 (COVID-19); Distancing; Medicine; Internet privacy; Business; Psychology; Computer security; Infectious disease (medical specialty); Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004577276,0.0004073795,0.0004918065,0.0005667036,0.0009270351,0.001602283,0.0006340616,0.001099357,0.00459923],"category_scores_gemma":[0.003274129,0.0002479389,0.0006536336,0.0002623611,0.0006997735,0.001893175,0.001191612,0.002340909,0.002260947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003179392,"about_ca_system_score_gemma":0.0008028877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007711727,"about_ca_topic_score_gemma":0.001593239,"domain_scores_codex":[0.9994822,0.00005337794,0.00003779385,0.00009515184,0.0001870986,0.0001444884],"domain_scores_gemma":[0.9989702,0.0002384686,0.0001409865,0.0002776211,0.0001780588,0.0001946814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003430846,0.0005984215,0.03261504,0.0004835445,0.0002026013,0.05114697,0.001211626,0.001025246,0.2348648,0.00520178,0.01059339,0.6586258],"study_design_scores_gemma":[0.0002217543,0.004962407,0.05864862,0.000646523,0.0006773772,0.3429023,0.002483847,0.03086985,0.3297746,0.01828567,0.210296,0.00023093],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8414158,0.01044976,0.1000205,0.005697656,0.007398105,0.0002611116,0.0002400708,0.001804175,0.03271289],"genre_scores_gemma":[0.9551271,0.00156444,0.0259268,0.002713191,0.001029757,0.00006306649,0.0001607547,0.0002804512,0.01313442],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.00459923,"threshold_uncertainty_score":0.01538599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03083995158992636,"score_gpt":0.2834298268030109,"score_spread":0.2525898752130845,"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."}}