{"id":"W1495281777","doi":"10.1038/nrc1042","title":"Challenges to cancer control by screening","year":2003,"lang":"en","type":"review","venue":"Nature reviews. Cancer","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"McGill University","keywords":"Cancer screening; Cancer; Medicine; Risk analysis (engineering); Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003616979,0.001990218,0.003732305,0.002466696,0.0007265858,0.001984559,0.003295721,0.00553601,0.008272423],"category_scores_gemma":[0.004066511,0.0006444428,0.0009663951,0.002737352,0.003694599,0.003469297,0.001610419,0.00715727,0.005024824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002495987,"about_ca_system_score_gemma":0.002138308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003225261,"about_ca_topic_score_gemma":0.003974183,"domain_scores_codex":[0.9987692,0.0003705565,0.0000863425,0.0001875097,0.0004922005,0.00009420529],"domain_scores_gemma":[0.9966068,0.00219819,0.0001463072,0.0001340794,0.0006810427,0.0002337218],"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":[0.0001118225,0.0000977387,0.0001882427,0.004470594,0.00008175522,0.0002580534,0.00006154481,0.0008507756,0.0008500797,0.01953519,0.1270582,0.8464359],"study_design_scores_gemma":[0.00004515306,0.0001092767,0.0005389316,0.00295311,0.00006458957,0.001618293,0.0001032423,0.0002813537,0.0003347383,0.01695986,0.9769586,0.00003276685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007761849,0.9900565,0.001154223,0.005707134,0.0008778903,0.000004614737,0.00002110385,0.00003884341,0.002062078],"genre_scores_gemma":[0.0009801433,0.9933673,0.0006407396,0.002583819,0.001122558,0.00001220135,0.00002790246,0.000007587355,0.001257883],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008272423,"threshold_uncertainty_score":0.02767396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05158613766140375,"score_gpt":0.4042264709038611,"score_spread":0.3526403332424574,"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."}}