{"id":"W4417283665","doi":"10.1515/cclm-2025-1434","title":"The democratization of cancer screening, or a waste of valuable resources?","year":2025,"lang":"en","type":"article","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Psychological intervention; Investment (military); Cancer; Quality (philosophy); Democratization; Public 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":[0.01541628,0.0005867852,0.001200494,0.001876726,0.001211709,0.00674606,0.002103437,0.00617973,0.01280869],"category_scores_gemma":[0.03193659,0.0004849961,0.0007749825,0.001961223,0.00781411,0.01356722,0.00356884,0.008961322,0.004651954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004677807,"about_ca_system_score_gemma":0.006772862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003509972,"about_ca_topic_score_gemma":0.002938413,"domain_scores_codex":[0.9916589,0.003714495,0.0005422926,0.001159493,0.002219853,0.0007050846],"domain_scores_gemma":[0.9750612,0.01325852,0.001496621,0.003086361,0.004485544,0.002611606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002702122,0.0001351659,0.002239534,0.002628903,0.0001319322,0.0002882589,0.0006383652,0.0007522577,0.002027912,0.1793921,0.3120985,0.4993969],"study_design_scores_gemma":[0.00002442149,0.00008167923,0.001370272,0.001096895,0.00003078354,0.0004810202,0.0004244624,0.0002031898,0.0006964426,0.05799704,0.9375528,0.00004106346],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002715444,0.1932222,0.00649472,0.7704109,0.01006494,0.00002353872,0.0003420179,0.0003781109,0.01634808],"genre_scores_gemma":[0.1072298,0.3878492,0.02035696,0.4366447,0.0266816,0.0001742193,0.0006736898,0.0006390529,0.01975072],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01541628,"threshold_uncertainty_score":0.08153003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919412595223028,"score_gpt":0.3534647875504228,"score_spread":0.3342706615981925,"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."}}