{"id":"W7036465491","doi":"","title":"Cancer screening in Australia: future directions in melanoma, Lynch syndrome, and liver, lung and prostate cancers","year":2019,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Prostate; Prostate cancer screening; Prostate cancer; Population; Lung cancer screening; Lung; Prostate-specific antigen; Cancer; Cancer screening","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":[0.01492743,0.0003719972,0.0006207689,0.001178169,0.001875031,0.002867525,0.001013815,0.001567213,0.005807177],"category_scores_gemma":[0.01516635,0.0004054575,0.0006012449,0.00128107,0.002573272,0.003813054,0.002746322,0.0021821,0.0004557201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005387142,"about_ca_system_score_gemma":0.0188631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05115084,"about_ca_topic_score_gemma":0.1136152,"domain_scores_codex":[0.9931014,0.005005393,0.0002629857,0.0002937317,0.0007836356,0.0005529394],"domain_scores_gemma":[0.9875443,0.005053259,0.000887512,0.0002993994,0.002750695,0.003464742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003256294,0.001172121,0.05077681,0.004092937,0.00006748964,0.0003381089,0.02704353,0.0005740084,0.001106018,0.0334061,0.04624426,0.8348529],"study_design_scores_gemma":[0.0003186205,0.004140264,0.4768839,0.01902902,0.0003930882,0.001447302,0.1140888,0.003890709,0.001448639,0.06752063,0.3106042,0.000234848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1338361,0.1028052,0.005441888,0.7049134,0.002474601,0.0004329141,0.0002069207,0.0001641513,0.04972484],"genre_scores_gemma":[0.7342414,0.146869,0.03676501,0.0620372,0.001194011,0.001445844,0.0001718615,0.00007690262,0.01719885],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05115084,"threshold_uncertainty_score":0.1017062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06442680377968732,"score_gpt":0.3537475455922766,"score_spread":0.2893207418125893,"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."}}