{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01100404,0.002530641,0.01485197,0.00757203,0.0008183585,0.002897201,0.001518772,0.002017597,0.00409369],"category_scores_gemma":[0.02369014,0.001581591,0.04405103,0.007926486,0.0004831882,0.001818224,0.001675447,0.001778107,0.0003985632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002576145,"about_ca_system_score_gemma":0.004871623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01254436,"about_ca_topic_score_gemma":0.02652065,"domain_scores_codex":[0.9919931,0.002679552,0.003204381,0.0008406632,0.0009806148,0.0003017629],"domain_scores_gemma":[0.9888375,0.006932886,0.00226322,0.0004239152,0.001371695,0.000170704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001883384,0.00003513195,0.008567645,0.40783,0.5676954,0.0001546751,0.0001009523,0.0003187677,0.0003009815,0.00009360107,0.001034588,0.01198491],"study_design_scores_gemma":[0.0003830236,0.0001631336,0.008398538,0.03366059,0.9549504,0.0001281512,0.00005000392,0.0001088241,0.0001160642,0.0001031402,0.001911699,0.00002647568],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00602739,0.9909758,0.0004556645,0.0002374927,0.0001638956,0.0003746125,0.001524289,0.00002386789,0.0002171109],"genre_scores_gemma":[0.1550719,0.8353682,0.003005011,0.001233945,0.0003047254,0.001988389,0.002572435,0.00003562225,0.0004196588],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01485197,"threshold_uncertainty_score":0.05819565,"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."}}