{"id":"W2009301569","doi":"10.1177/0272989x11407203","title":"Development and Validation of a Utility Weighting Function for the Patient-Oriented Prostate Utility Scale (PORPUS)","year":2011,"lang":"en","type":"article","venue":"Medical Decision Making","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital; Cancer Care Ontario; University of Toronto; University Health Network","funders":"","keywords":"Weighting; Scale (ratio); Mean squared error; Function (biology); Statistics; Medicine; Computer science; Mathematics; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.01829645,0.0001295912,0.0004683393,0.0001356114,0.0003170404,0.00002530832,0.0001631913,0.0001328278,0.000627747],"category_scores_gemma":[0.008301977,0.0001137357,0.00007243297,0.0001674502,0.0001088326,0.0002261546,0.0001075281,0.0001355844,0.00004750453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001009102,"about_ca_system_score_gemma":0.0001244324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000697745,"about_ca_topic_score_gemma":0.00005904899,"domain_scores_codex":[0.9957518,0.0001501918,0.003131646,0.000449148,0.0002580064,0.0002592195],"domain_scores_gemma":[0.9959582,0.001980743,0.001467111,0.0003333915,0.0001305148,0.0001300369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006037432,0.0003440031,0.2563127,0.000566488,0.0001125525,9.20241e-7,0.01965126,0.000007509187,0.000004478246,0.0207167,0.00301749,0.6986622],"study_design_scores_gemma":[0.002715067,0.0003424592,0.6175973,0.001010599,0.00004019477,0.00001005576,0.005576015,0.1190866,0.0004476324,0.07517926,0.1773949,0.0005999897],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6620929,0.0004020488,0.3350001,0.0006017651,0.0005598109,0.0007013404,0.00003362391,0.00002203317,0.0005863821],"genre_scores_gemma":[0.9627994,0.00001997157,0.0360185,0.0009398577,0.00006230723,0.000114833,0.00001293051,0.00001360306,0.00001859329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6980622,"threshold_uncertainty_score":0.9938842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3026898509967827,"score_gpt":0.4000088148782638,"score_spread":0.09731896388148104,"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."}}