{"id":"W4400060993","doi":"10.6004/jnccn.2024.7003","title":"Changes in New Patient Consultations During the COVID-19 Pandemic at a Canadian Comprehensive Cancer Center","year":2024,"lang":"en","type":"article","venue":"Journal of the National Comprehensive Cancer Network","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Saskatchewan; University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Cancer; Center (category theory); Health care; Family medicine; Healthcare system; Medical emergency; Virology; Disease; Internal medicine; Infectious disease (medical specialty); Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001567849,0.0002050069,0.0003574453,0.0003021841,0.000402879,0.00005109977,0.0002130565,0.0001031062,0.0003921414],"category_scores_gemma":[0.0003213823,0.0001256824,0.0001847901,0.0008228784,0.0001169085,0.00008361049,0.00008432857,0.0007630591,0.000007548239],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007749867,"about_ca_system_score_gemma":0.0100378,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03029482,"about_ca_topic_score_gemma":0.4067104,"domain_scores_codex":[0.9979034,0.000185676,0.0005107386,0.0002116725,0.0007447181,0.0004437826],"domain_scores_gemma":[0.9967561,0.001045806,0.0002945416,0.000133519,0.001124193,0.0006458406],"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":[0.001252568,0.00005368524,0.3416102,0.0007287909,0.0008400844,0.0003138839,0.008011298,0.1406961,0.001180952,0.0004063807,0.5004112,0.004494866],"study_design_scores_gemma":[0.001529157,0.00007880878,0.2958794,0.001118824,0.00009113656,0.0008472332,0.0002555586,0.0005617604,0.00002145909,0.0004214679,0.6990604,0.0001347822],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6858441,0.04302485,0.00001283044,0.2661667,0.00350209,0.0009636252,0.0003012071,0.00002756802,0.0001569578],"genre_scores_gemma":[0.9069371,0.004131845,0.00003098664,0.0856354,0.002499465,0.00003137901,0.000008581444,0.00002743322,0.0006977767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3764156,"threshold_uncertainty_score":0.9960592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1308255174835729,"score_gpt":0.4122198450496803,"score_spread":0.2813943275661074,"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."}}