{"id":"W4323536345","doi":"10.48193/revistamexicanadeurologa.v83i1.1013","title":"Thulium Fiber Laser: game changer or marketing hype?","year":2023,"lang":"en","type":"article","venue":"Revista Mexicana de Urología","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Thulium; Lithotripsy; Holmium; Laser; Laser lithotripsy; Fiber laser; Medicine; Optics; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.004580478,0.0004244731,0.0005153042,0.0005463952,0.001149626,0.003431694,0.000920907,0.004353264,0.08418615],"category_scores_gemma":[0.01211051,0.0001113254,0.0005772912,0.0006421351,0.00161039,0.004422943,0.001227657,0.003477768,0.01724442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001662335,"about_ca_system_score_gemma":0.001934463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001814364,"about_ca_topic_score_gemma":0.002572278,"domain_scores_codex":[0.9978909,0.0007360578,0.0001662838,0.0001826549,0.0007986533,0.0002254816],"domain_scores_gemma":[0.9947268,0.00194865,0.0006441942,0.0003057774,0.001329296,0.001045237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002895361,0.0001642999,0.001154572,0.0008408896,0.00002242849,0.0005291294,0.0003165018,0.00005672403,0.001489518,0.01649842,0.6526121,0.3260259],"study_design_scores_gemma":[0.0000491877,0.0001372536,0.001214405,0.0005845512,0.00001673242,0.001142355,0.0004528084,0.0001420473,0.0005909813,0.004156834,0.9914885,0.0000243329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005643094,0.04789562,0.00246996,0.8094655,0.0421386,0.0001273436,0.0003617275,0.0006199474,0.09127823],"genre_scores_gemma":[0.1133771,0.07279758,0.007332631,0.4220506,0.0683165,0.000315441,0.0006104867,0.0006760369,0.3145236],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08418615,"threshold_uncertainty_score":0.2816308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03137071299114255,"score_gpt":0.3046297320191715,"score_spread":0.273259019028029,"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."}}