{"id":"W7049088818","doi":"","title":"Near infrared indocyanine green fluorescent cholangiography versus intraoperative cholangiography to improve safety in laparoscopic cholecystectomy for gallstone disease-a systematic review protocol","year":2022,"lang":"en","type":"other","venue":"Repositori institucional URV (Universitat Rovira i Virgili)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cholangiography; Indocyanine green; Cholecystectomy; Randomized controlled trial; Laparoscopic cholecystectomy; Laparoscopy; Bile duct; Systematic review","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":[0.02417484,0.003259324,0.01657123,0.01298763,0.002261122,0.004778636,0.003688154,0.004019186,0.03198437],"category_scores_gemma":[0.03839236,0.002454173,0.01209445,0.01085336,0.002537532,0.005331298,0.003366896,0.002366386,0.002271639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01086576,"about_ca_system_score_gemma":0.03627583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005393285,"about_ca_topic_score_gemma":0.01640289,"domain_scores_codex":[0.987491,0.004397347,0.004507342,0.001182756,0.001871614,0.0005499321],"domain_scores_gemma":[0.9840275,0.00624542,0.004978492,0.0007536123,0.003331607,0.0006632965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001954093,0.0001146848,0.0008497328,0.9746674,0.004317271,0.000158511,0.0004451258,0.0002790809,0.0003223537,0.0007194069,0.003562106,0.0126101],"study_design_scores_gemma":[0.01711845,0.002552962,0.008824896,0.8392691,0.06786246,0.0005552074,0.001567248,0.001035241,0.00100946,0.002327915,0.05759009,0.0002870045],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003853688,0.0401991,0.00183187,0.0007374235,0.0003458439,0.9436872,0.00793179,0.0001114795,0.001301634],"genre_scores_gemma":[0.005407861,0.02021708,0.004027153,0.000692394,0.000061729,0.9672849,0.001489664,0.00001415711,0.0008051429],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03198437,"threshold_uncertainty_score":0.1278503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007624598886936178,"score_gpt":0.264272209054349,"score_spread":0.2566476101674128,"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."}}