{"id":"W4408561915","doi":"10.1097/upj.0000000000000814","title":"Payments by Drug and Medical Device Manufacturers to Society of Urologic Oncology Fellowship Program Directors","year":2025,"lang":"en","type":"article","venue":"Urology Practice","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Princess Margaret Cancer Centre; University of Toronto; University Health Network; University of Windsor; Western University; Public Health Ontario","funders":"","keywords":"Medicine; Payment; Medical device; General surgery; Family medicine; Medical physics; Finance","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":[0.005705085,0.0003926445,0.0002459738,0.00364677,0.0008572502,0.002024159,0.0007512906,0.0005619357,0.01366465],"category_scores_gemma":[0.03746601,0.000274573,0.0005998897,0.004459738,0.00048489,0.001413035,0.002288021,0.0008725135,0.001891379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002249559,"about_ca_system_score_gemma":0.004471412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003318041,"about_ca_topic_score_gemma":0.004941755,"domain_scores_codex":[0.990544,0.003182967,0.001198718,0.00083253,0.003118444,0.001123343],"domain_scores_gemma":[0.9492404,0.0110992,0.02720651,0.001135328,0.004312554,0.007006033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002390169,0.0002784678,0.7941839,0.000646629,0.0001445146,0.0002350915,0.0006006379,0.0002914878,0.0003399452,0.001936355,0.06404372,0.1370603],"study_design_scores_gemma":[0.00007395123,0.0003786594,0.880447,0.0006866173,0.00008600513,0.001543488,0.001501744,0.0008301223,0.0004442083,0.0006135619,0.1133662,0.0000284965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8636664,0.009438361,0.003949778,0.02112167,0.0008962069,0.0005194288,0.01759159,0.0004168707,0.08239963],"genre_scores_gemma":[0.9661227,0.005471657,0.003767117,0.003414119,0.001368106,0.0003421457,0.008882218,0.00008188787,0.01055005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01366465,"threshold_uncertainty_score":0.04571283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2232910874316861,"score_gpt":0.5714605939299504,"score_spread":0.3481695064982643,"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."}}