{"id":"W3093348721","doi":"10.1136/jitc-2020-001154","title":"Impact of COVID-19 outbreak on cancer immunotherapy in Italy: a survey of young oncologists","year":2020,"lang":"en","type":"article","venue":"Journal for ImmunoTherapy of Cancer","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Outbreak; Family medicine; Cancer; Medical prescription; Internal medicine; Disease; Virology; Nursing; 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":[],"consensus_categories":[],"category_scores_codex":[0.001267179,0.0002951591,0.001337078,0.0003621665,0.0000595701,0.00001355485,0.0002831632,0.0002072603,0.0005447501],"category_scores_gemma":[0.0008114803,0.0002221813,0.0006038502,0.0006242993,0.0001672947,0.0001185675,0.00001608522,0.0004752216,5.210738e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001733953,"about_ca_system_score_gemma":0.007271621,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07450923,"about_ca_topic_score_gemma":0.005892257,"domain_scores_codex":[0.9972543,0.0002025232,0.00129684,0.0002515009,0.0005489321,0.0004459448],"domain_scores_gemma":[0.9967673,0.0006291731,0.00124697,0.0003057675,0.0006873786,0.0003634171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05685384,0.0006237603,0.7732692,0.0008058719,0.001276368,0.00001635816,0.006400316,0.001779013,0.09733832,0.00001831281,0.003425279,0.05819332],"study_design_scores_gemma":[0.01457197,0.008287535,0.9646153,0.0005902526,0.00005111242,0.00002222251,0.0001324358,0.0001469001,0.004708691,0.00008153961,0.006580098,0.000211967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687188,0.01953376,0.0003256089,0.009359595,0.0004684355,0.0009937662,0.0005293168,0.00002148311,0.00004922369],"genre_scores_gemma":[0.9740123,0.02053012,0.000113656,0.004925498,0.0001991236,0.00004851411,0.00001087426,0.00008098559,0.00007890147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.191346,"threshold_uncertainty_score":0.9983562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1518744251570658,"score_gpt":0.5055723031600233,"score_spread":0.3536978780029576,"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."}}