{"id":"W2802595724","doi":"10.1186/s40985-018-0083-x","title":"Personalized cancer screening: helping primary care rise to the challenge","year":2018,"lang":"en","type":"article","venue":"Public health reviews","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Swiss Cancer Research Foundation","keywords":"Cancer screening; Medicine; Reimbursement; Family medicine; Cancer; Health care; Population; Colonoscopy; Genetic testing; Personalized medicine; Preventive healthcare; Public health; Nursing; Colorectal cancer; Environmental health; Bioinformatics","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":[0.03781594,0.001067835,0.003027183,0.003459648,0.004531446,0.01125537,0.002894003,0.01410148,0.01398981],"category_scores_gemma":[0.1206014,0.00139565,0.002103202,0.002630303,0.005898216,0.01262471,0.01153081,0.02497693,0.005625155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005904729,"about_ca_system_score_gemma":0.01874129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006647067,"about_ca_topic_score_gemma":0.01145086,"domain_scores_codex":[0.9685353,0.01835015,0.001978866,0.002587742,0.007117386,0.001430613],"domain_scores_gemma":[0.891713,0.06092307,0.005029272,0.008533463,0.01602528,0.0177759],"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":[0.0001042015,0.0002761408,0.004636882,0.002522366,0.0004034731,0.0007551624,0.004417136,0.0003328979,0.0005593309,0.01741016,0.5797563,0.388826],"study_design_scores_gemma":[0.0001751723,0.0003248897,0.006445627,0.006030427,0.0003745457,0.00138001,0.005188847,0.0004500639,0.0002875068,0.112028,0.8671526,0.0001622669],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001164262,0.04624247,0.005328264,0.9340441,0.006024827,0.0000598367,0.0001428194,0.0003607562,0.006632659],"genre_scores_gemma":[0.06063326,0.1770152,0.05114213,0.6594604,0.04239766,0.0005074551,0.0005917789,0.000386225,0.007865846],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03781594,"threshold_uncertainty_score":0.1999922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1757824012940981,"score_gpt":0.4014425874768184,"score_spread":0.2256601861827203,"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."}}