{"id":"W4399354556","doi":"10.4103/singaporemedj.smj-2021-288","title":"An approach to neck pain in primary care","year":2024,"lang":"en","type":"article","venue":"Singapore Medical Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Neck pain; Referred pain; Physical examination; Physical therapy; Trunk; Back pain; Surgery; Alternative medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001162946,0.0001356515,0.0003069625,0.000293504,0.00004348186,0.00005612731,0.0001778172,0.0001839927,0.0004832269],"category_scores_gemma":[0.000412681,0.00009473365,0.0001264892,0.0003049017,0.00006554363,0.0001149993,0.00004048389,0.001069082,0.00005762103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000217081,"about_ca_system_score_gemma":0.0005648019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001238412,"about_ca_topic_score_gemma":0.000005447742,"domain_scores_codex":[0.9982688,0.0001523253,0.0003923384,0.0002641983,0.0005862014,0.0003361485],"domain_scores_gemma":[0.9990209,0.000008693131,0.00002339967,0.0001639554,0.00005851357,0.0007244872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005360019,0.0004882326,0.006363954,0.0006218447,0.00004715992,0.009246094,0.003447163,0.000006155997,0.002992634,0.0004509242,0.03506304,0.9412192],"study_design_scores_gemma":[0.00635162,0.01167274,0.8007773,0.0139377,0.0002720374,0.04678237,0.0105217,0.02061064,0.0006348796,0.001402842,0.08588035,0.001155809],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9291444,0.003894733,0.0111995,0.005715466,0.0008575203,0.0002131265,0.000003934392,0.0001065939,0.04886472],"genre_scores_gemma":[0.9807366,0.00005168672,0.00748703,0.01005313,0.001364222,0.000008628012,0.0000727037,0.00003235412,0.0001936907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9400634,"threshold_uncertainty_score":0.5290996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01808784355785691,"score_gpt":0.3121312234106669,"score_spread":0.29404337985281,"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."}}