{"id":"W4376273679","doi":"10.12688/f1000research.127100.1","title":"Small studies in systematic reviews: To include or not to include?","year":2023,"lang":"en","type":"preprint","venue":"F1000Research","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"World Health Organization","keywords":"Medicine; Confidence interval; Odds ratio; Meta-analysis; Internal medicine; Hazard ratio; Systematic review; MEDLINE; Biology","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":[0.3893186,0.004844957,0.02171578,0.01384933,0.003327992,0.01450957,0.007584035,0.01385783,0.01555896],"category_scores_gemma":[0.7715153,0.005777786,0.0176801,0.01701423,0.00932311,0.02444464,0.007969686,0.008105261,0.003001215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01260452,"about_ca_system_score_gemma":0.02809016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008098371,"about_ca_topic_score_gemma":0.01995529,"domain_scores_codex":[0.3600378,0.3539648,0.2142934,0.01780384,0.05071499,0.003185194],"domain_scores_gemma":[0.2141101,0.6299463,0.07351539,0.03703789,0.04254575,0.002844586],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001091473,0.0000489151,0.003108673,0.8698748,0.0306949,0.0003237784,0.002302756,0.000349002,0.0003659233,0.005938443,0.03606287,0.04983856],"study_design_scores_gemma":[0.005049395,0.0003060249,0.004580827,0.818879,0.05170358,0.0005737524,0.002257184,0.001396355,0.0008538242,0.02826008,0.08581671,0.0003232702],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.007844198,0.6476539,0.03363504,0.1618558,0.05319244,0.07033539,0.01354109,0.0009803647,0.01096175],"genre_scores_gemma":[0.2191645,0.2292193,0.1725602,0.124134,0.01525568,0.2281084,0.00728621,0.0009741914,0.003297494],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6106814,"threshold_uncertainty_score":0.7530789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8457714802353645,"score_gpt":0.6502226931075797,"score_spread":0.1955487871277848,"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."}}