{"id":"W4415096284","doi":"10.7759/cureus.94420","title":"Comparison of Cold-Cup Biopsy Versus Resection Biopsy in the Early Detection of Detrusor Muscle Invasion in the Case of Bladder Tumor","year":2025,"lang":"en","type":"article","venue":"Cureus","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Biopsy; Bladder cancer; Detrusor muscle; Resection; Needle biopsy; Sampling (signal processing); Bladder tumor; Demographics; Prospective cohort study","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":[0.00364001,0.0002817798,0.0005633225,0.0008402485,0.0002620454,0.0005009422,0.000373925,0.0004498428,0.0005282392],"category_scores_gemma":[0.00773943,0.0002602169,0.0003914892,0.0004075679,0.0003454526,0.0005906319,0.0004626539,0.0002827712,0.0001250684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002547972,"about_ca_system_score_gemma":0.000254338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008745419,"about_ca_topic_score_gemma":0.00247443,"domain_scores_codex":[0.9978371,0.001155218,0.0002123489,0.0002722057,0.0003602936,0.0001628335],"domain_scores_gemma":[0.9935039,0.003319646,0.001874641,0.000232737,0.0005396512,0.0005294561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005034543,0.000168125,0.9866724,0.0001001519,0.000107422,0.0002021755,0.0001535898,0.0001046748,0.0009866614,0.00001636978,0.00005411361,0.006399752],"study_design_scores_gemma":[0.00006705274,0.003252285,0.9933978,0.0000289934,0.0001515113,0.001017177,0.0003607521,0.000710082,0.0006744601,0.00002079361,0.0003075949,0.00001160301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986843,0.0008680231,0.0001785308,0.00001348665,0.00001279594,0.0000217105,0.00003748696,0.000001992637,0.0001817353],"genre_scores_gemma":[0.9995054,0.0001602239,0.0001774253,0.00001454239,0.00001686982,0.000008322314,0.00007649328,0.000001161721,0.0000395449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00364001,"threshold_uncertainty_score":0.01925045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04770082517861699,"score_gpt":0.3538640114981542,"score_spread":0.3061631863195372,"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."}}