{"id":"W2768922475","doi":"10.2196/resprot.7980","title":"Dry Needling for Patients With Neck Pain: Protocol of a Randomized Clinical Trial","year":2017,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Myofascial pain diagnosis and treatment","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Physical Therapy Association","keywords":"Dry needling; Medicine; Neck pain; Physical therapy; Randomized controlled trial; Clinical trial; Placebo; Physical medicine and rehabilitation; Acupuncture; Surgery; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.04418966,0.008182483,0.01435078,0.002857678,0.004194802,0.004433012,0.004633301,0.01010917,0.05695936],"category_scores_gemma":[0.04137651,0.00363051,0.006269094,0.004035451,0.004988398,0.004369048,0.002558301,0.008515585,0.01023558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00447234,"about_ca_system_score_gemma":0.02089447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731881,"about_ca_topic_score_gemma":0.003592904,"domain_scores_codex":[0.9725975,0.01686569,0.003160139,0.0018945,0.002990851,0.002491261],"domain_scores_gemma":[0.9771025,0.005970151,0.004522436,0.003238143,0.005840953,0.003325752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9332503,0.01835147,0.0008674086,0.01590474,0.001864928,0.0002106924,0.0003427803,0.001648085,0.002001779,0.002473182,0.008205215,0.01487951],"study_design_scores_gemma":[0.9472576,0.02983057,0.00134711,0.001424428,0.0008861626,0.00004750715,0.00008627772,0.00118586,0.0004755926,0.001376154,0.01600598,0.00007673853],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001482094,0.0002001387,0.0007377318,0.0001234613,0.0002671891,0.9963024,0.0004139628,0.00005489247,0.000418104],"genre_scores_gemma":[0.001802503,0.0001361225,0.001424058,0.0001576415,0.00006557388,0.9960279,0.0001110443,0.000003512838,0.0002717384],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05695936,"threshold_uncertainty_score":0.2337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1828912887153142,"score_gpt":0.5564844547411384,"score_spread":0.3735931660258242,"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."}}