{"id":"W2799283105","doi":"10.1136/oemed-2017-104730","title":"Systematic review of fit note use for workers in the UK","year":2018,"lang":"en","type":"review","venue":"Occupational and Environmental Medicine","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King's College London; National Institute for Health and Care Research; South London and Maudsley NHS Foundation Trust","keywords":"Medicine; Certification; Family medicine; Socioeconomic status; Work (physics); Demographics; Inclusion (mineral); Scale (ratio); Demography; Gerontology; Psychology; Environmental health; Geography; Population; Social psychology","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":[0.01348627,0.001377039,0.008111954,0.01024955,0.0009254325,0.003493651,0.002122866,0.002217517,0.005430888],"category_scores_gemma":[0.08324062,0.001053942,0.007294707,0.01086127,0.001101509,0.002834556,0.002176864,0.001535792,0.0003214065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007283428,"about_ca_system_score_gemma":0.01765496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02012045,"about_ca_topic_score_gemma":0.05956223,"domain_scores_codex":[0.9777256,0.008925712,0.008728424,0.001174538,0.002960435,0.0004852962],"domain_scores_gemma":[0.9472108,0.03709593,0.01045608,0.0007516429,0.003917389,0.0005681663],"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":[0.000222953,0.00001206859,0.0008960651,0.9688615,0.005167166,0.0001233876,0.0005524647,0.00005384149,0.00006847557,0.0001180786,0.001429519,0.02249461],"study_design_scores_gemma":[0.0002624406,0.0001936722,0.004651788,0.9612192,0.02127574,0.0002868728,0.0006249754,0.00003196757,0.00007770622,0.0001159266,0.01122933,0.00003050757],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003106084,0.9941771,0.0001425205,0.0003889749,0.0001686121,0.000579522,0.0008814646,0.00001141783,0.000544328],"genre_scores_gemma":[0.04345976,0.9523392,0.0009256868,0.000997909,0.00009171823,0.001409766,0.000557901,0.00001183186,0.0002063355],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02012045,"threshold_uncertainty_score":0.07132304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09894977556314888,"score_gpt":0.4489152290648405,"score_spread":0.3499654535016917,"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."}}