{"id":"W4281675036","doi":"10.1158/1055-9965.epi-22-0102","title":"Cancer Screening Companies Are Rapidly Proliferating: Are They Ready for Business?","year":2022,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Mount Sinai Hospital","funders":"","keywords":"Cancer; Medicine; Population; Oncology; Internal medicine; Circulating tumor cell; Cancer screening; Intensive care medicine; Metastasis; Environmental health","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001230312,0.0002852544,0.0004887418,0.00008648739,0.0005622653,0.00001860961,0.0003118854,0.0001809442,0.00009001249],"category_scores_gemma":[0.0006164431,0.0002999254,0.0002262465,0.0001407626,0.0001235216,0.000009396131,0.0002733225,0.0001615218,0.000001379579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001579294,"about_ca_system_score_gemma":0.0002629193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005611424,"about_ca_topic_score_gemma":0.002067894,"domain_scores_codex":[0.997597,0.0004460906,0.0005801644,0.0007487917,0.0001060919,0.0005219083],"domain_scores_gemma":[0.9981899,0.0002221697,0.0008204843,0.0004053891,0.0002552131,0.0001068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003570004,0.0003553841,0.5854501,0.0003610777,0.002123361,0.000006794871,0.000214076,0.05717386,0.05109475,0.0008157804,0.2613553,0.03747958],"study_design_scores_gemma":[0.005627914,0.001073975,0.3566723,0.0004204042,0.000644575,0.00003958504,0.001786923,0.005179438,0.005619996,0.00644656,0.6148009,0.001687471],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.849041,0.08554637,0.03946391,0.01607906,0.004261513,0.002983906,0.002338251,0.000109149,0.0001768728],"genre_scores_gemma":[0.9807839,0.00408876,0.003843912,0.002767825,0.001327225,0.004469382,0.001737336,0.00008423276,0.0008974495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3534457,"threshold_uncertainty_score":0.9999453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07165119667602651,"score_gpt":0.3552244727016836,"score_spread":0.2835732760256571,"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."}}