{"id":"W1981660422","doi":"10.1016/j.juro.2012.02.1270","title":"1503 VALIDATION OF A PARTIAL NEPHRECTOMY BENCH MODEL DEVELOPED VIA A NOVEL MATERIAL ENGINEERING PROCESS","year":2012,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nephrectomy; Medicine; Knot tying; Likert scale; Rotator cuff; Medical physics; Rubric; Medical education; Surgery; Kidney; Internal medicine; Statistics; Psychology; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004531928,0.00008718633,0.0002064015,0.00009635804,0.00001730699,0.000001970271,0.0001921232,0.000139503,0.00003367127],"category_scores_gemma":[0.00007914306,0.00006185073,0.00003345211,0.0001090472,0.00004761201,0.0001172289,0.00002396304,0.0002580375,0.000002438492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001660568,"about_ca_system_score_gemma":0.00003274811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001349325,"about_ca_topic_score_gemma":2.71839e-7,"domain_scores_codex":[0.9992686,0.00001860929,0.0003343954,0.0000328366,0.0001142147,0.0002313515],"domain_scores_gemma":[0.9996417,0.00005093786,0.0001118078,0.00007976661,0.00005542353,0.00006039237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005871668,0.0002394478,0.0007497023,0.0002165933,0.0004658061,0.00000888326,0.00343379,0.5801101,0.3989356,0.003442703,0.0003602797,0.01144995],"study_design_scores_gemma":[0.001624972,0.0003116801,0.000595448,0.00002805768,0.0002920054,0.001245458,0.00008513791,0.541003,0.4429701,0.001603874,0.00995888,0.0002813101],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7699481,0.0002121963,0.2291674,0.0001322369,0.0003994289,0.00005380108,0.000001588753,0.00003085862,0.00005442409],"genre_scores_gemma":[0.9976406,0.00006347561,0.002031492,0.00004349425,0.0001999059,0.0000044037,9.131888e-7,0.00001367739,0.000002098485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2276925,"threshold_uncertainty_score":0.25222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318645988898117,"score_gpt":0.2323760412864508,"score_spread":0.2191895813974696,"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."}}