{"id":"W4412502420","doi":"10.20944/preprints202507.1450.v1","title":"The Comparison of Laparoscopy and Fluorescent Laparoscopy in Anatomical Liver Resection in Hepatocellular Carcinoma Patients: A Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"Preprints.org","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hepatocellular carcinoma; Laparoscopy; Meta-analysis; Resection; Medicine; General surgery; Surgery; Internal medicine","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":[0.009559016,0.002128986,0.01770208,0.005171569,0.0006501941,0.002806147,0.001756996,0.002095506,0.003093473],"category_scores_gemma":[0.02640563,0.001191315,0.02832896,0.0066692,0.0006666651,0.001873005,0.00123596,0.001672586,0.0002120776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002504211,"about_ca_system_score_gemma":0.003527585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006035527,"about_ca_topic_score_gemma":0.01413346,"domain_scores_codex":[0.9918916,0.003380756,0.002706114,0.0008062578,0.0009524414,0.000262771],"domain_scores_gemma":[0.9820717,0.01347518,0.002714498,0.000351715,0.001186375,0.0002004947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002044212,0.00003364875,0.004189241,0.6153724,0.3654289,0.0001300044,0.000109587,0.0003515988,0.0001941985,0.0001182472,0.0004353542,0.01159251],"study_design_scores_gemma":[0.0007425961,0.0002957396,0.005320093,0.04768516,0.9436322,0.0001211616,0.00008031583,0.0002036017,0.0001263548,0.0001762032,0.001587098,0.00002939971],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004604848,0.9941912,0.0002707434,0.0001337331,0.00008442789,0.0002457851,0.0002895183,0.0000112099,0.0001684991],"genre_scores_gemma":[0.1617715,0.8332189,0.00157583,0.0008331628,0.0002619336,0.00138604,0.0006480431,0.00002103539,0.0002836094],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01770208,"threshold_uncertainty_score":0.05055356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2265258105940996,"score_gpt":0.3916856275819517,"score_spread":0.1651598169878521,"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."}}