{"id":"W4409927672","doi":"10.3390/ecm2020023","title":"Interventions to Reduce Musculoskeletal Pain in Ophthalmologists: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Emergency Care and Medicine","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; McGill University Health Centre; McMaster University","funders":"","keywords":"Psychological intervention; Systematic review; Medicine; Physical therapy; Physical medicine and rehabilitation; Musculoskeletal pain; MEDLINE; Psychology; Psychiatry","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","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002329888,0.0005146678,0.004064416,0.0007426594,0.00005706896,0.000003149274,0.0001868775,0.0002666083,0.0005125901],"category_scores_gemma":[0.009634946,0.0003249942,0.001091842,0.001335871,0.00008488348,0.00003327886,0.00009157098,0.0004550052,0.00002964307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002213686,"about_ca_system_score_gemma":0.0002185643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000906593,"about_ca_topic_score_gemma":0.00003461349,"domain_scores_codex":[0.9954857,0.001057779,0.002147519,0.0006481912,0.0003466176,0.0003141684],"domain_scores_gemma":[0.9980908,0.0003839784,0.0003209281,0.0007130737,0.0002202989,0.0002709129],"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":[0.000002923502,0.00004822959,0.000003698261,0.770748,0.00006879593,0.0000218051,0.0001496021,1.217925e-8,3.367677e-7,0.00004767824,0.006472798,0.2224361],"study_design_scores_gemma":[0.0003077895,0.0015663,0.00002310619,0.92943,0.004042597,0.00003591181,0.000567406,1.575187e-7,1.595728e-8,0.00001896423,0.06376285,0.0002449166],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001250165,0.9854627,0.0000531863,0.001009477,0.0007225457,0.008536452,0.0000149802,0.00004666688,0.004141499],"genre_scores_gemma":[0.00003319848,0.9935737,0.0001062266,0.0002409579,0.0002067449,0.00188748,0.0004325367,0.00003437049,0.003484842],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2221912,"threshold_uncertainty_score":0.9999202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04088575803016476,"score_gpt":0.4326149116143655,"score_spread":0.3917291535842008,"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."}}