{"id":"W3128384583","doi":"10.1186/s13643-021-01596-7","title":"Effectiveness and harms of clinical decision support systems for referral within chronic pain practice: protocol for a systematic review and meta-analysis","year":2021,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université Laval; Centre de réadaptation Lethbridge-Layton-Mackay; McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Protocol (science); Referral; Meta-analysis; Chronic pain; Systematic review; Clinical Practice; Alternative medicine; Physical therapy; MEDLINE; Family medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","metaepi_broad"],"consensus_categories":["metaresearch","metaepi_broad"],"category_scores_codex":[0.1383082,0.00109298,0.05423789,0.0003872272,0.000102498,0.00009853419,0.000279179,0.0006180498,0.00003224279],"category_scores_gemma":[0.1095855,0.0005054682,0.01106343,0.0009937404,0.0001305347,0.0001687159,0.00008938195,0.0004028543,0.000009166883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002131302,"about_ca_system_score_gemma":0.0007124426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007500173,"about_ca_topic_score_gemma":0.00000299982,"domain_scores_codex":[0.9505767,0.03199708,0.01492983,0.001342543,0.0007936319,0.0003602231],"domain_scores_gemma":[0.9444108,0.0392581,0.01265986,0.002089092,0.00127225,0.0003099086],"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":[0.00002529929,0.0001506461,3.532859e-7,0.9181944,0.07906347,0.000002224163,0.00003237627,3.238182e-7,8.729698e-8,0.0001647652,0.0004827397,0.001883341],"study_design_scores_gemma":[0.0005292651,0.0007220553,1.925594e-7,0.5050277,0.4449389,0.00007209589,0.00003541126,0.0001156288,2.289618e-8,0.000005241829,0.04832403,0.0002295237],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"protocol","genre_scores_codex":[1.631042e-8,0.5309646,0.008207511,0.00002668934,0.00005752608,0.4606834,0.00003823033,0.00001369001,0.000008435706],"genre_scores_gemma":[3.170725e-7,0.4966535,0.00296118,0.00005758522,0.00004787895,0.4999379,0.00008953724,0.00005621853,0.0001958668],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4131668,"threshold_uncertainty_score":0.9997397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2360559569241501,"score_gpt":0.5491798359705358,"score_spread":0.3131238790463857,"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."}}