{"id":"W4319331503","doi":"","title":"Prevention of bladder tumor implantation after fluorescence guided TUR with photodynamic therapy","year":2008,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre d'expertise et de recherche en infrastructures urbaines","funders":"","keywords":"Photodynamic therapy; Fluorescence; Medicine; Bladder tumor; Radiology; Bladder cancer; Chemistry; Internal medicine; Cancer; Optics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001931216,0.0004164281,0.0006670984,0.0003138267,0.0001697145,0.00006888984,0.000572115,0.000192274,0.0001915901],"category_scores_gemma":[0.0004187453,0.0003516822,0.0002613389,0.000390344,0.0005267418,0.000115379,0.0004682589,0.000682037,0.00001586879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002009779,"about_ca_system_score_gemma":0.0007161832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001057022,"about_ca_topic_score_gemma":0.0007834815,"domain_scores_codex":[0.995237,0.002126616,0.0006509483,0.0007549652,0.0008256781,0.0004047902],"domain_scores_gemma":[0.994331,0.0004940754,0.0006251432,0.001741498,0.002640509,0.0001677708],"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":[0.00539872,0.006973263,0.01477037,0.002815867,0.00381085,0.000385691,0.04282328,0.0002313731,0.8309834,0.001612969,0.002889867,0.08730433],"study_design_scores_gemma":[0.005531088,0.00001922536,0.1427933,0.008373844,0.0002183973,0.0003996576,0.0002849932,0.00582668,0.8330159,0.001189357,0.001455099,0.0008924471],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847903,0.001458649,0.004499331,0.001363057,0.00007710579,0.001654916,0.0001019533,0.0001471125,0.005907611],"genre_scores_gemma":[0.9737443,0.007177236,0.01389743,0.00008288126,0.00002181413,0.000387446,0.0005673192,0.00007211741,0.004049416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1280229,"threshold_uncertainty_score":0.9998935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176998589794156,"score_gpt":0.2817732009215294,"score_spread":0.2640733419421137,"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."}}