{"id":"W4405369057","doi":"10.1080/10669817.2024.2436403","title":"An overview of systematic reviews investigating clinical features for diagnosing neck pain and its associated disorders","year":2024,"lang":"en","type":"review","venue":"Journal of Manual & Manipulative Therapy","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Neck pain; Systematic review; Physical therapy; Physical examination; MEDLINE; Physical medicine and rehabilitation; Alternative medicine; Pathology; Radiology","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01278027,0.0004735214,0.004996426,0.0002988564,0.00006383322,0.00004368001,0.000183678,0.0003751904,0.000009146357],"category_scores_gemma":[0.008432788,0.0002627769,0.001829737,0.0003241517,0.0001040424,0.0001664186,0.00002364307,0.0007837665,0.000001663235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001240467,"about_ca_system_score_gemma":0.0001711533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003624666,"about_ca_topic_score_gemma":0.000006871547,"domain_scores_codex":[0.9913116,0.004412152,0.003336841,0.0003105656,0.0004217114,0.0002071867],"domain_scores_gemma":[0.9910102,0.004523127,0.00368242,0.0002435148,0.0003377167,0.000203],"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":[0.00003500071,0.000266666,0.0001247085,0.6430852,0.001111378,0.000002950538,0.0006368396,9.446861e-7,0.000006557693,0.0002875807,0.0005340615,0.3539081],"study_design_scores_gemma":[0.001427329,0.006909539,0.003108113,0.9320248,0.004566337,0.00003275097,0.0003109663,0.0002574405,7.168342e-7,0.001935244,0.04900171,0.0004250737],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003357418,0.9909304,0.00005113746,0.0001596457,0.0003433094,0.005118697,0.00001244143,0.00001458145,0.00001238525],"genre_scores_gemma":[0.001018926,0.9972922,0.0007960838,0.0002059914,0.0004086121,0.00009792879,0.00003836631,0.00007682366,0.00006503924],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.353483,"threshold_uncertainty_score":0.9999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.351881703842068,"score_gpt":0.5262528278297827,"score_spread":0.1743711239877146,"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."}}