{"id":"W4225259221","doi":"10.3390/healthcare10050832","title":"Evaluating Patterns and Factors Related to Sleep Disturbances in Prostate Cancer Patients","year":2022,"lang":"en","type":"article","venue":"Healthcare","topic":"Sleep and related disorders","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sleep (system call); Prostate cancer; Cancer; Prostate; Medicine; Oncology; Internal medicine; Computer science","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":[0.000176574,0.000123236,0.0001553023,0.0001339363,0.0002313035,0.000009348539,0.00009190082,0.00005775166,0.0006844034],"category_scores_gemma":[0.00002328291,0.0001128169,0.00002400488,0.0003582343,0.00001690562,0.0000342594,0.00008325402,0.0003925372,0.00001142278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001452123,"about_ca_system_score_gemma":0.00002947869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01074507,"about_ca_topic_score_gemma":0.001734314,"domain_scores_codex":[0.9984495,0.000299044,0.0002891893,0.0003783829,0.0002257009,0.0003581843],"domain_scores_gemma":[0.9995631,0.00005169661,0.00008800724,0.0001458819,0.00003710534,0.0001142139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007215374,0.0001000937,0.9254146,0.00002628164,0.000033187,0.000006860904,0.03395799,0.0002758625,0.000001455446,0.0000688073,0.0001888864,0.03985378],"study_design_scores_gemma":[0.001337977,0.0004347245,0.9847825,0.00003514931,0.00001173251,0.000001024801,0.01218167,0.0001067173,0.000001581924,0.0001347037,0.0008198022,0.0001523854],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924745,0.002721644,2.90082e-7,0.002296367,0.001288036,0.0007416261,0.0001393994,0.00004310382,0.0002950212],"genre_scores_gemma":[0.9983368,0.00006452898,0.000005016832,0.0007358732,0.000008823442,0.0004034015,0.00008041356,0.00002388568,0.0003412635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05936788,"threshold_uncertainty_score":0.9958425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03610709942081736,"score_gpt":0.3842517538722325,"score_spread":0.3481446544514152,"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."}}