{"id":"W3132497057","doi":"10.1007/s00266-021-02185-8","title":"How to Avoid Making Your Systematic Review a Conventional Review Article","year":2021,"lang":"en","type":"review","venue":"Aesthetic Plastic Surgery","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Otorhinolaryngology; Plastic surgery; Medical physics; Intensive care medicine; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2646039,0.003761779,0.01545643,0.01560455,0.006556119,0.02681349,0.007997843,0.03961389,0.01579798],"category_scores_gemma":[0.7714767,0.006428011,0.007075765,0.01428606,0.01433706,0.02121546,0.008986184,0.03983974,0.01107595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009513792,"about_ca_system_score_gemma":0.0259986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005942852,"about_ca_topic_score_gemma":0.01943281,"domain_scores_codex":[0.6701395,0.1482399,0.08300588,0.01562006,0.07944915,0.003545458],"domain_scores_gemma":[0.1384491,0.5626267,0.0837121,0.02409654,0.1814331,0.009682483],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007911564,0.000132962,0.001406269,0.05436425,0.008191051,0.0007893665,0.002032273,0.0002459305,0.0006596448,0.005478906,0.8314771,0.094431],"study_design_scores_gemma":[0.00463896,0.0005699206,0.00402752,0.2152683,0.0174279,0.002077667,0.004028739,0.002975744,0.001410077,0.09810676,0.6484539,0.001014614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0008051952,0.1141529,0.01165618,0.5543696,0.3142594,0.001291318,0.0005994749,0.0006908252,0.002175134],"genre_scores_gemma":[0.01168602,0.04091239,0.0513777,0.6809351,0.2060492,0.00267458,0.0002367334,0.0006283962,0.00549988],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7353961,"threshold_uncertainty_score":0.9068743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7035902583773455,"score_gpt":0.5095787131832131,"score_spread":0.1940115451941323,"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."}}