{"id":"W3167946628","doi":"10.2196/30265","title":"Improving Electronic Survey Response Rates Among Cancer Center Patients During the COVID-19 Pandemic: Mixed Methods Pilot Study","year":2021,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Moffitt Cancer Center","keywords":"Medicine; Pandemic; Incentive; Coronavirus disease 2019 (COVID-19); Family medicine; Demography; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06821758,0.0002506849,0.0003786212,0.0001005934,0.00145695,0.0001139801,0.0005023251,0.0001388586,0.001021253],"category_scores_gemma":[0.0346974,0.0001975189,0.00009529346,0.0009096827,0.0004158437,0.0002217966,0.0002101362,0.0005774043,0.000007874858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350731,"about_ca_system_score_gemma":0.002862889,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05760764,"about_ca_topic_score_gemma":0.4486018,"domain_scores_codex":[0.8681331,0.1296076,0.0003721704,0.0006173953,0.0004133763,0.0008563523],"domain_scores_gemma":[0.9717869,0.02689565,0.0002618955,0.0004459854,0.0003585651,0.0002510269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02061992,0.0003326627,0.9637956,0.00001226494,0.0001330731,0.00001116419,0.009607038,0.00002166322,0.00257333,0.000004579164,0.0004368591,0.002451824],"study_design_scores_gemma":[0.001624778,0.0002124135,0.9848745,0.00001017516,0.00003174864,0.000001087117,0.003023558,0.00000596679,0.0007241807,0.00002816058,0.009202365,0.0002610595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955078,0.0009876831,0.0002395829,0.0006150506,0.001408298,0.000996019,0.0001005454,0.0001063236,0.00003868618],"genre_scores_gemma":[0.9936237,0.0003515168,0.000122194,0.0009251924,0.0002155622,0.001043804,0.00001088922,0.00003596253,0.003671135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3909942,"threshold_uncertainty_score":0.9998919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2686547338767824,"score_gpt":0.5314575164339475,"score_spread":0.262802782557165,"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."}}