{"id":"W4387356871","doi":"10.1007/s00701-023-05792-3","title":"Thromboembolic prophylaxis in neurosurgical practice: a systematic review","year":2023,"lang":"en","type":"review","venue":"Acta Neurochirurgica","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Scholarship Council","keywords":"Medicine; Incidence (geometry); Cochrane Library; Systematic review; Pulmonary embolism; Randomized controlled trial; MEDLINE; Compression stockings; Intermittent pneumatic compression; Neurosurgery; Psychological intervention; Surgery; Intensive care medicine; Deep vein; Thrombosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005445234,0.00122235,0.00738812,0.008757736,0.0005874926,0.00204642,0.001489049,0.001773769,0.004393701],"category_scores_gemma":[0.02909855,0.0008681833,0.005184474,0.01050951,0.0007052866,0.001728997,0.001197702,0.0009016057,0.0002629092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003673985,"about_ca_system_score_gemma":0.009779806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006802749,"about_ca_topic_score_gemma":0.01765997,"domain_scores_codex":[0.9934319,0.00220506,0.002604595,0.0004030749,0.0011738,0.0001815809],"domain_scores_gemma":[0.9746346,0.01770914,0.005236876,0.0002541023,0.00186393,0.0003013962],"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":[0.000160039,0.00001573037,0.0007428973,0.9666966,0.004376754,0.0001004485,0.0001123213,0.00006541014,0.00006901319,0.00008616584,0.00085913,0.02671542],"study_design_scores_gemma":[0.0003642126,0.0002563609,0.004583754,0.9339619,0.04872599,0.000516878,0.0002410161,0.00009169539,0.0001249359,0.000174993,0.0109265,0.00003165465],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001205309,0.9977466,0.00009382306,0.0001552186,0.00005999095,0.0003049882,0.0002317358,0.000006465283,0.0001958462],"genre_scores_gemma":[0.01394886,0.9844058,0.0005036857,0.0003148461,0.00006324504,0.00053625,0.0001572851,0.00000318944,0.00006682237],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008757736,"threshold_uncertainty_score":0.02879745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04972391956188758,"score_gpt":0.3927453655096002,"score_spread":0.3430214459477126,"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."}}