{"id":"W3091967376","doi":"","title":"Evaluating the impact of COVID-19 on medical oncology workforce and cancer care in Canada: A serial survey study","year":2020,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Workforce; Pandemic; Health care; Cancer; Internal medicine; Coronavirus disease 2019 (COVID-19); Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002456977,0.0004346808,0.000370319,0.001639086,0.003197797,0.00128264,0.001309283,0.0007735142,0.00212666],"category_scores_gemma":[0.006148632,0.0005711986,0.000756701,0.004717292,0.0007237545,0.0006905994,0.001736475,0.001209126,0.0003718302],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03169588,"about_ca_system_score_gemma":0.05489556,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9910344,"about_ca_topic_score_gemma":0.99448,"domain_scores_codex":[0.9973768,0.0003214074,0.0002125934,0.0002789563,0.00103726,0.0007730557],"domain_scores_gemma":[0.9918242,0.00045443,0.001537439,0.0002210731,0.004115223,0.001847588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003951142,0.0001012937,0.9939482,0.00003199708,0.0000373725,0.00003642761,0.001596709,0.00007292762,0.00009743534,0.00004148247,0.001230954,0.002765587],"study_design_scores_gemma":[0.000004230474,0.00003965691,0.9964235,0.00001652487,0.000008099748,0.00001633286,0.002488956,0.0001637795,0.00003486382,0.00000624581,0.0007912288,0.000006553811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908766,0.0001398474,0.0001355271,0.0004523408,0.0000128992,0.0002687144,0.006318735,0.00001054208,0.001784687],"genre_scores_gemma":[0.9912863,0.0003553555,0.0006442593,0.0005963194,0.00001223665,0.0003440198,0.004664018,0.000008025992,0.002089396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9683041,"threshold_uncertainty_score":0.2299708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7988329319751516,"score_gpt":0.7403036557498638,"score_spread":0.05852927622528781,"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."}}