{"id":"W4386703717","doi":"10.1007/s11136-023-03495-x","title":"Response shift results of quantitative research using patient-reported outcome measures: a descriptive systematic review","year":2023,"lang":"en","type":"review","venue":"Quality of Life Research","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Lethbridge; University of Calgary; St. Paul's Hospital; Trinity Western University; Western University","funders":"Göteborgs Universitet; Canada Research Chairs","keywords":"PsycINFO; Medicine; CINAHL; Random effects model; Prom; MEDLINE; Meta-analysis; Clinical psychology; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.1889697,0.000855047,0.009661388,0.003880552,0.000461752,0.00007772098,0.00215562,0.001441842,0.0001266865],"category_scores_gemma":[0.2051746,0.0006822337,0.001762444,0.009830386,0.001882387,0.0001580265,0.0008346093,0.004829963,0.001000243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009008896,"about_ca_system_score_gemma":0.003388828,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006746721,"about_ca_topic_score_gemma":0.0001588802,"domain_scores_codex":[0.8424764,0.1331592,0.01286916,0.001925621,0.007558986,0.002010643],"domain_scores_gemma":[0.9200219,0.06395303,0.005243861,0.004390594,0.005740257,0.000650375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.004022875,0.0008644068,0.00004027081,0.9568688,0.006534959,0.0002313705,0.01335311,0.000001002066,0.000003592981,0.003688356,0.005056976,0.009334288],"study_design_scores_gemma":[0.00119623,0.001113855,0.00003286839,0.9783663,0.001552569,0.00001150105,0.009904241,0.000001650383,0.000001763863,0.0001575708,0.006973718,0.0006877211],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007712875,0.9848149,0.00003814853,0.0002773322,0.0004754296,0.01154188,0.0008231357,0.0001072984,0.001150566],"genre_scores_gemma":[0.001524727,0.9958349,0.0002786588,0.00003122717,0.00006238403,0.001238118,0.000144381,0.0002528179,0.0006327651],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07754552,"threshold_uncertainty_score":0.9998674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8639786933202537,"score_gpt":0.6300139131243863,"score_spread":0.2339647801958674,"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."}}