{"id":"W7133086613","doi":"","title":"Quality of Care and Long-term Outcomes of Active Surveillance: Gaining Insights from Population-level Perspectives","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Population; MEDLINE; Quality management; Health care; Quality assurance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005701567,0.0002529424,0.0005745794,0.003557178,0.0009033839,0.002326041,0.0009428069,0.0008239269,0.0009364933],"category_scores_gemma":[0.02052536,0.0002444541,0.001519338,0.005092534,0.0009788768,0.002249068,0.001945926,0.00131517,0.0000798277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006171641,"about_ca_system_score_gemma":0.004732266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1993753,"about_ca_topic_score_gemma":0.2320463,"domain_scores_codex":[0.9971731,0.0007357992,0.0002870039,0.0003991717,0.0008672256,0.0005377982],"domain_scores_gemma":[0.9878714,0.002942541,0.004784611,0.0005315053,0.002742733,0.001127229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002185901,0.00003666925,0.9929162,0.00005106338,0.0001905892,0.00001321745,0.0006326237,0.0001279198,0.00002670573,0.0001980722,0.0001681598,0.005616858],"study_design_scores_gemma":[0.000001892764,0.00003680495,0.9983819,0.00004922534,0.00005457871,0.00001431565,0.0006762327,0.0003525837,0.00001762077,0.0001328129,0.0002739172,0.000008065899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894371,0.004019102,0.0008818524,0.001656594,0.00002451697,0.00005139278,0.001722327,0.00001096382,0.002196064],"genre_scores_gemma":[0.9977999,0.001020563,0.0003104166,0.0001168889,0.00001941172,0.0000226833,0.0006539011,0.000002927412,0.00005323395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1993753,"threshold_uncertainty_score":0.3964295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07445828914046529,"score_gpt":0.4218355877520105,"score_spread":0.3473772986115452,"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."}}