{"id":"W3012903174","doi":"10.2196/16480","title":"Electronic Data Capture Versus Conventional Data Collection Methods in Clinical Pain Studies: Systematic Review and Meta-Analysis","year":2020,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Western University; University of Ottawa; McMaster University; Mount Sinai Hospital; Institute for Clinical Evaluative Sciences; University of Toronto; SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Electronic data capture; Meta-analysis; MEDLINE; Medicine; Data collection; Pain assessment; Cochrane Library; Systematic review; Modalities; Electronic data; Physical therapy; Clinical trial; Information retrieval; Pain management; Computer science; Statistics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1960254,0.0003856725,0.01201026,0.001178934,0.00004087109,0.00008044481,0.003488399,0.000499584,0.001141716],"category_scores_gemma":[0.1287266,0.0002179484,0.001711656,0.002589154,0.0003478013,0.0001695771,0.00291093,0.005966879,0.0000207015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004520682,"about_ca_system_score_gemma":0.00222041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005711597,"about_ca_topic_score_gemma":0.0001573305,"domain_scores_codex":[0.9648028,0.02516865,0.004623907,0.0009402359,0.00393406,0.0005303553],"domain_scores_gemma":[0.9691005,0.02373255,0.002339964,0.002903787,0.0009656796,0.0009575569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00009471125,0.0001697563,0.000004563097,0.5362043,0.3108567,0.0006603601,0.00002577231,1.307584e-8,2.197171e-9,0.00005572767,0.1358475,0.0160806],"study_design_scores_gemma":[0.0006101856,0.0003935324,0.00000109951,0.05793836,0.4714324,0.00006324705,0.0001196098,0.001380644,3.28097e-9,0.00001503416,0.4679438,0.0001021059],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.382755e-7,0.9832825,0.003362503,0.01120333,0.0001733676,0.001904902,0.00002939938,0.000007137178,0.00003672345],"genre_scores_gemma":[0.000001517446,0.9952833,0.001493832,0.0007544362,0.0003205834,0.00006416433,0.0004164907,0.0000310209,0.001634636],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.478266,"threshold_uncertainty_score":0.9997714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7116317296275922,"score_gpt":0.6710071810726996,"score_spread":0.04062454855489261,"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."}}