{"id":"W2969928511","doi":"10.2196/13437","title":"Radiofrequency-Assisted Liver Resection Versus Clamp-Crush Liver Resection: Protocol for an Updated Meta-Analysis and Systematic Review","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; Radiofrequency ablation; Systematic review; Resection; Randomized controlled trial; Protocol (science); Liver cancer; Surgery; MEDLINE; Cancer; Ablation; Internal medicine; Pathology; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.03356171,0.004519275,0.01803321,0.009425291,0.001830909,0.005109003,0.004358836,0.003675298,0.03758634],"category_scores_gemma":[0.06806567,0.003224894,0.03062259,0.01012651,0.001807562,0.005172769,0.004282003,0.004458692,0.003401584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009499047,"about_ca_system_score_gemma":0.02063407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008005402,"about_ca_topic_score_gemma":0.01592884,"domain_scores_codex":[0.981615,0.007083619,0.006420271,0.001961421,0.002091614,0.0008280741],"domain_scores_gemma":[0.9804991,0.007131217,0.005401688,0.00159703,0.004847842,0.0005232004],"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":[0.005273983,0.00008329502,0.001276759,0.9242713,0.04002758,0.0002094238,0.0004818687,0.0009430223,0.0006066054,0.001470994,0.01343676,0.01191835],"study_design_scores_gemma":[0.03949073,0.001729637,0.01109647,0.5033069,0.3173765,0.0004982352,0.0009558921,0.002187999,0.001562467,0.008829624,0.1124224,0.0005432205],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00382054,0.04991736,0.008573412,0.002448714,0.001484113,0.8889762,0.04148605,0.0007261132,0.002567508],"genre_scores_gemma":[0.005303174,0.01006731,0.007384919,0.001086823,0.0000865707,0.9707896,0.004204072,0.00006263298,0.001014989],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03758634,"threshold_uncertainty_score":0.1774935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6155100816264659,"score_gpt":0.5360403377663604,"score_spread":0.07946974386010552,"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."}}