{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003806947,0.0001268958,0.000252943,0.0003635758,0.0001769088,0.00004408399,0.0001156676,0.0001904595,0.0003459572],"category_scores_gemma":[0.000002748697,0.0001388884,0.0000293702,0.0003170041,0.0003187468,0.0002364776,0.0001135422,0.0004661759,0.000009317038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000107802,"about_ca_system_score_gemma":0.00005132905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04916632,"about_ca_topic_score_gemma":0.003732441,"domain_scores_codex":[0.998528,0.0002908089,0.0001519698,0.0004451576,0.0002206412,0.0003634483],"domain_scores_gemma":[0.9994776,0.00006761996,0.00006912029,0.0001676449,0.00007133523,0.0001467372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003166036,0.00005219753,0.9858441,0.0002215013,0.00005186878,0.0003938523,0.008225245,0.000009320504,0.002203001,0.0001012177,0.0006650245,0.001916006],"study_design_scores_gemma":[0.001150047,0.0002267544,0.9830983,0.0002313946,0.00001469729,0.000121695,0.01305231,0.0001408325,0.00008276159,0.000007207417,0.001724453,0.0001495113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997412,0.001032888,0.000002995729,0.0002995167,0.0001785235,0.0006501303,0.00002499237,0.00001530947,0.0003835953],"genre_scores_gemma":[0.9495764,0.001029256,0.00009208565,0.000004813742,0.00003327586,0.00000741208,0.000004189806,0.000008913462,0.04924366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04886007,"threshold_uncertainty_score":0.9571654,"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."}}