{"id":"W4392188940","doi":"10.2196/preprints.57677","title":"Association of Smartphone Overuse and Neck Pain: A Systematic Review and Meta-Analysis of Over 10,000 individuals. (Preprint)","year":2024,"lang":"en","type":"review","venue":"","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Neck pain; Odds ratio; Physical therapy; Cochrane Library; MEDLINE; Internal medicine; Alternative medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003454624,0.0004405557,0.009100161,0.0005115577,0.00001743071,0.00003428265,0.0002034603,0.0003445578,0.005686844],"category_scores_gemma":[0.0004151553,0.0002875454,0.002896036,0.0008852964,0.00003980633,0.00004510224,0.0001752536,0.0002154523,0.00005280137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005761074,"about_ca_system_score_gemma":0.0000398983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002914031,"about_ca_topic_score_gemma":0.0001226151,"domain_scores_codex":[0.996046,0.001020779,0.001876756,0.0006132009,0.000245597,0.0001976592],"domain_scores_gemma":[0.9966113,0.0006999784,0.00174196,0.0007882147,0.00008572581,0.00007282432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[6.138404e-7,0.00004910341,0.00002469024,0.6645879,0.3272405,4.936835e-7,0.00008633861,6.917472e-8,9.604048e-9,0.0009975098,0.005249088,0.001763734],"study_design_scores_gemma":[0.00008808845,0.00003860597,0.0001702698,0.01688962,0.924364,0.000001182393,0.00002543904,0.00000244982,9.204889e-9,0.000055767,0.0581249,0.0002397148],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002380146,0.9939761,0.000007339549,0.0000718373,0.00004658626,0.002063891,0.0005055457,0.00001863729,0.003286299],"genre_scores_gemma":[0.00004020923,0.9874245,0.00004623802,0.0002527882,0.000005625899,0.0004346264,0.0001082771,0.0000395256,0.01164819],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6476982,"threshold_uncertainty_score":0.9999577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04658909405205654,"score_gpt":0.3539821205417477,"score_spread":0.3073930264896911,"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."}}