{"id":"W4401279110","doi":"10.7454/oemji.v2i2.1052","title":"The Efficacy of Artificial Intelligence-Based Self-Management Health Programs on Workers with Neck and Shoulder Pain/Stiffness and Lower Back Pain: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"Occupational and Environmental Medicine Journal of Indonesia","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neck pain; Medicine; Pain management; Physical therapy; Systematic review; Physical medicine and rehabilitation; Alternative medicine; MEDLINE","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":[0.005599181,0.001001854,0.006843952,0.00561667,0.0005833841,0.002093711,0.001440263,0.001798294,0.003089497],"category_scores_gemma":[0.0220474,0.000677975,0.007254222,0.005361251,0.0007272082,0.001410336,0.0009871629,0.0009188447,0.0001599807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002521701,"about_ca_system_score_gemma":0.007195883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006583429,"about_ca_topic_score_gemma":0.01448223,"domain_scores_codex":[0.9956354,0.001510544,0.001541971,0.0003164491,0.000881452,0.0001140704],"domain_scores_gemma":[0.9809948,0.01502979,0.002559827,0.0001928896,0.001006117,0.0002166839],"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":[0.0003547204,0.00005780645,0.0006837091,0.9503754,0.01064726,0.00005517756,0.0001696809,0.00008603399,0.0001140566,0.0001199094,0.0005175149,0.03681867],"study_design_scores_gemma":[0.0008896284,0.0008036901,0.008405192,0.8264968,0.1494141,0.0002748473,0.0004062136,0.0002352006,0.0003264766,0.0002693699,0.01242466,0.0000537689],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003467125,0.9951787,0.000122652,0.0001957345,0.00008176955,0.0003975433,0.0002228179,0.000008414675,0.0003251996],"genre_scores_gemma":[0.03898036,0.9586621,0.0007556946,0.0004913796,0.0000910186,0.0007254716,0.0001842541,0.000004329873,0.0001053356],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006843952,"threshold_uncertainty_score":0.02961171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681870229655041,"score_gpt":0.3169507839266994,"score_spread":0.290132081630149,"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."}}