{"id":"W4251424067","doi":"10.31235/osf.io/mrebz","title":"Exploratory diary study of survey request frequency among research professionals","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Customer Service Quality and Loyalty","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Survey data collection; Exploratory research; Survey research; Web survey; Quality (philosophy); Psychology; Survey methodology; Resource (disambiguation); Population; Marketing; Applied psychology; Business; Medicine; Geography; Computer science; Environmental health; Statistics","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":[0.0121359,0.000384509,0.0005427905,0.001985326,0.001914749,0.001619003,0.0008726648,0.001059724,0.001263792],"category_scores_gemma":[0.05792433,0.000484364,0.0002580396,0.001642177,0.0009643165,0.001789381,0.001773192,0.001405293,0.000458461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008942905,"about_ca_system_score_gemma":0.001021854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161627,"about_ca_topic_score_gemma":0.002548753,"domain_scores_codex":[0.9907051,0.006740997,0.0006751347,0.0007136072,0.0008142072,0.0003509772],"domain_scores_gemma":[0.9239368,0.05083773,0.008466468,0.006355498,0.008024533,0.00237894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0012115,0.00306411,0.3409365,0.0007743321,0.0001621895,0.001021734,0.5410912,0.0007044884,0.01013086,0.003015316,0.01033944,0.08754828],"study_design_scores_gemma":[0.0001729834,0.004111743,0.5811021,0.0004824298,0.00009451494,0.0008612748,0.3608976,0.005913038,0.004882352,0.002041591,0.03913355,0.0003066618],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895797,0.00008718005,0.006701532,0.000382002,0.00003229774,0.0006573711,0.0007902485,0.00005521735,0.001714459],"genre_scores_gemma":[0.9843017,0.0001796329,0.01085609,0.0003364951,0.00006582109,0.002444335,0.0008020992,0.00002539847,0.0009883741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0121359,"threshold_uncertainty_score":0.06418151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.225654351533106,"score_gpt":0.3887225655927468,"score_spread":0.1630682140596407,"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."}}