{"id":"W4307724604","doi":"10.1016/j.measurement.2022.112079","title":"Robot based Transurethral Bladder Tumor Resection with automatic detection of tumor cells","year":2022,"lang":"en","type":"article","venue":"Measurement","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Robot; Artificial intelligence; Computer science; Computer vision","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":[0.0003269319,0.0006080478,0.0007124267,0.0006173725,0.0002554646,0.0006939843,0.0006201153,0.0008256705,0.001737357],"category_scores_gemma":[0.0006851034,0.0003241409,0.0003901971,0.0004270428,0.0002001325,0.0004769912,0.0005292646,0.0004115326,0.0008591327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002121755,"about_ca_system_score_gemma":0.0003610154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001012352,"about_ca_topic_score_gemma":0.001680144,"domain_scores_codex":[0.999481,0.0001132562,0.00002384858,0.0001466251,0.000189526,0.00004568426],"domain_scores_gemma":[0.9995695,0.000162345,0.00006744629,0.00006123428,0.00011584,0.00002370721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001612545,0.0002362813,0.01053438,0.0005091339,0.0001270623,0.0005907867,0.0001727192,0.01231856,0.5272797,0.0006674372,0.00375913,0.4421924],"study_design_scores_gemma":[0.0001740072,0.002331066,0.06171702,0.00006765971,0.0002965707,0.004653117,0.00015446,0.521659,0.3942452,0.001210576,0.01324206,0.0002492802],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2149187,0.003168213,0.7692106,0.0003325901,0.0004053193,0.0001651032,0.0007602004,0.006586199,0.004453076],"genre_scores_gemma":[0.7647087,0.0004381152,0.2291894,0.0002422457,0.0001111262,0.0001396459,0.0003945355,0.0001772449,0.004598908],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001737357,"threshold_uncertainty_score":0.005812049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03251547336544692,"score_gpt":0.2451420635699526,"score_spread":0.2126265902045057,"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."}}