{"id":"W4411028514","doi":"10.1245/s10434-025-17588-z","title":"ASO Author Reflections: Partial Nephrectomy: Insight from Comparisons Between Robot-Assisted and Open Approaches","year":2025,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Surgical oncology; Nephrectomy; Medicine; General surgery; Medical physics; Urology; Surgery; Internal medicine; Kidney","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":[0.01188402,0.0003129904,0.0006463631,0.0007435349,0.001049708,0.003188834,0.001297183,0.006989523,0.005373998],"category_scores_gemma":[0.0782076,0.0002413342,0.0007655706,0.0009850201,0.002034092,0.00286626,0.001119748,0.01535536,0.00204793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002017754,"about_ca_system_score_gemma":0.004214051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00292072,"about_ca_topic_score_gemma":0.008485753,"domain_scores_codex":[0.9957799,0.001529928,0.0005507513,0.0004854628,0.001411617,0.0002422697],"domain_scores_gemma":[0.9224098,0.05499965,0.002277686,0.001150657,0.0166614,0.002500777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002988964,0.0000630739,0.003006052,0.0003568017,0.00007900142,0.0003074394,0.0005210958,0.0001662031,0.0002045804,0.003711456,0.9347858,0.05649962],"study_design_scores_gemma":[0.0002216148,0.0002835908,0.00587981,0.00164363,0.0002249923,0.001504728,0.002612415,0.00032384,0.0006304572,0.01257024,0.9739552,0.0001494256],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001722041,0.006833062,0.0003933239,0.9172497,0.06970038,0.00001189588,0.0001372466,0.00001245337,0.003939856],"genre_scores_gemma":[0.02219093,0.01209774,0.001054216,0.8293973,0.1298175,0.0000436904,0.00009554317,0.00006508672,0.005237976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01188402,"threshold_uncertainty_score":0.06284946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4191756828087261,"score_gpt":0.4624293610532931,"score_spread":0.043253678244567,"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."}}