{"id":"W2116589936","doi":"","title":"Practical tips for surgical research: blinding: who, what, when, why, how?","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":313,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Blinding; Medicine; Randomized controlled trial; Randomization; Clinical trial; Differential treatment; Intensive care medicine; Medical physics; Surgery; Pathology","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":[0.385078,0.006229485,0.01194476,0.009756772,0.005846994,0.01183696,0.007430451,0.02676273,0.01108701],"category_scores_gemma":[0.6152703,0.00326986,0.005365306,0.00819622,0.03536336,0.04314047,0.009140758,0.04452626,0.00791893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005049097,"about_ca_system_score_gemma":0.02545745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003506245,"about_ca_topic_score_gemma":0.004703877,"domain_scores_codex":[0.6796972,0.2563198,0.03389301,0.005539144,0.02324856,0.001302402],"domain_scores_gemma":[0.2140808,0.6776748,0.02516488,0.02386116,0.05168011,0.007538258],"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":[0.001450932,0.0003435366,0.00145093,0.01907407,0.001369065,0.0006650825,0.006199715,0.00126255,0.0007988281,0.08265387,0.45838,0.4263515],"study_design_scores_gemma":[0.001695883,0.0004685359,0.00127441,0.02687065,0.0009636172,0.001733371,0.004085505,0.002638886,0.0008370889,0.6810268,0.2774178,0.0009874983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0004929071,0.08583705,0.1189942,0.7639838,0.02640836,0.0008572235,0.000200354,0.0007192197,0.0025068],"genre_scores_gemma":[0.01899617,0.1032985,0.5593818,0.2630987,0.0459621,0.004787676,0.0002677276,0.0007110171,0.003496251],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6149219,"threshold_uncertainty_score":0.7583083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9441122042362974,"score_gpt":0.6109514993893984,"score_spread":0.333160704846899,"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."}}