{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01532532,0.0008025063,0.001221602,0.001697182,0.004235445,0.01744163,0.002037412,0.01800127,0.0305623],"category_scores_gemma":[0.06567963,0.00048448,0.001105032,0.002151586,0.008118439,0.03308723,0.003534898,0.01985419,0.01423165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003672324,"about_ca_system_score_gemma":0.00789275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003063758,"about_ca_topic_score_gemma":0.005216009,"domain_scores_codex":[0.9853575,0.005328516,0.0007880607,0.001589883,0.00493407,0.002002039],"domain_scores_gemma":[0.9417596,0.02843648,0.004678282,0.002250086,0.01599223,0.006883295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001688685,0.0000749692,0.002427458,0.0007115573,0.00004291604,0.001012143,0.001290872,0.00007153536,0.0005353708,0.07170686,0.8206,0.1013575],"study_design_scores_gemma":[0.00001571731,0.00005276711,0.001409493,0.0006945283,0.00001772215,0.0005404197,0.003779722,0.00008837923,0.0002372572,0.02051385,0.9725826,0.00006751456],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0009354037,0.01705277,0.0006724811,0.9619431,0.01286669,0.00001690479,0.0001034066,0.00007019841,0.006338983],"genre_scores_gemma":[0.0388258,0.06144059,0.004073876,0.8360392,0.0353484,0.0001101941,0.0003584753,0.000292398,0.02351107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0305623,"threshold_uncertainty_score":0.1022411,"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."}}