{"id":"W4241886676","doi":"10.1200/jop.2014.001484","title":"Surviving Surveys","year":2015,"lang":"en","type":"letter","venue":"Journal of Oncology Practice","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; MEDLINE; Data science; Family medicine","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":["metaresearch","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.5118325,0.0002194786,0.0009244695,0.0004017046,0.0003519656,0.00006898956,0.000878386,0.002624795,0.0004971669],"category_scores_gemma":[0.4811219,0.0002003391,0.0002445699,0.0003875105,0.0006035029,0.0009347196,0.00008586905,0.006368976,0.0001596347],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008585893,"about_ca_system_score_gemma":0.009287405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001064121,"about_ca_topic_score_gemma":0.0007965122,"domain_scores_codex":[0.5812345,0.4158433,0.0009182737,0.0002421673,0.0011723,0.0005895063],"domain_scores_gemma":[0.766238,0.2281468,0.002765881,0.0002190695,0.002455653,0.0001745136],"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":[0.001890896,0.0000948023,0.0003473651,0.000007106278,0.0002858162,0.006499227,0.003801742,0.000001604801,0.000004368234,0.0000237218,0.9776329,0.009410435],"study_design_scores_gemma":[0.0004943782,0.0006082749,0.001540665,0.00002424987,0.0003005404,0.001219504,0.002553932,2.106473e-7,0.000002108538,0.0004072596,0.9926538,0.0001950178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006663642,0.001180744,0.001009813,0.8767671,0.01089127,0.0001246192,0.000008061161,0.00002065334,0.1093314],"genre_scores_gemma":[0.0005621714,0.002033372,0.02227602,0.9218689,0.03157449,0.000004796127,0.00001352402,0.00006691373,0.02159986],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1876965,"threshold_uncertainty_score":0.99867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4449319988117565,"score_gpt":0.5483050404810408,"score_spread":0.1033730416692843,"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."}}