{"id":"W4412804431","doi":"10.1101/2025.07.30.25332274","title":"Oral Healthcare Providers’ Well-being, Health and Experience (WHE) in Dental Care Settings: A Protocol for an Umbrella Review of Systematic Reviews and Meta-analyses","year":2025,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Dental Health and Care Utilization","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; McGill University Health Centre; McGill University; Natural Sciences and Engineering Research Council of Canada","funders":"McGill University","keywords":"Protocol (science); Health care; Meta-analysis; Oral health care; Dental care; Medicine; Oral health; Nursing; Psychology; Family medicine; Alternative medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1662702,0.008423883,0.01910362,0.02059465,0.005545669,0.01023515,0.007091159,0.0101923,0.06260642],"category_scores_gemma":[0.1759218,0.007589378,0.03128642,0.01995224,0.006217679,0.01008465,0.01032125,0.01053741,0.01277192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01477932,"about_ca_system_score_gemma":0.05448553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005214241,"about_ca_topic_score_gemma":0.009750008,"domain_scores_codex":[0.8533686,0.0782778,0.04925177,0.006607509,0.009481253,0.003012907],"domain_scores_gemma":[0.8816435,0.06227998,0.01772853,0.01376757,0.02174277,0.002837671],"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":[0.007119056,0.0005245887,0.0009471711,0.8420632,0.005585374,0.001318313,0.005017676,0.001996911,0.002709293,0.01256151,0.05569454,0.06446234],"study_design_scores_gemma":[0.02210061,0.002227615,0.004690705,0.5998544,0.01079881,0.001019202,0.003040617,0.002381268,0.002741028,0.02731193,0.3231404,0.0006934321],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002760071,0.002939264,0.004663729,0.0006684339,0.0004316868,0.9871558,0.003067032,0.0001539053,0.0006441798],"genre_scores_gemma":[0.00014758,0.000966299,0.006669377,0.0001780223,0.00002450435,0.9915713,0.0002384577,0.00001051884,0.000193898],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1662702,"threshold_uncertainty_score":0.8793316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2396356030800384,"score_gpt":0.508234899699265,"score_spread":0.2685992966192267,"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."}}