{"id":"W4367320760","doi":"10.1038/s41591-023-02315-6","title":"CanScreen5, a global repository for breast, cervical and colorectal cancer screening programs","year":2023,"lang":"en","type":"article","venue":"Nature Medicine","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; Cancer Care Ontario; CancerCare Manitoba; Canadian Respiratory Research Network; Alberta Cancer Foundation","funders":"National Cancer Institute; Medical Research Council; Action Against Cancer; European Commission; World Health Organization","keywords":"Medicine; Breast cancer; Family medicine; Colorectal cancer; Christian ministry; Cervical cancer; Quality assurance; Gynecology; Cancer; Internal medicine; Pathology; External quality assessment; Political science","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":[0.01307624,0.001431911,0.00190081,0.03078344,0.0009216355,0.003957177,0.004164219,0.001478286,0.03303391],"category_scores_gemma":[0.06074562,0.001017972,0.001423129,0.04110272,0.0006925859,0.00386721,0.004200951,0.001579693,0.01129859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00323158,"about_ca_system_score_gemma":0.01654562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03308685,"about_ca_topic_score_gemma":0.02626699,"domain_scores_codex":[0.9913247,0.002526963,0.002067717,0.001440329,0.002071827,0.0005685015],"domain_scores_gemma":[0.923506,0.02393932,0.01173853,0.01203302,0.02068206,0.008101203],"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":[0.001132869,0.0002644164,0.07126649,0.007321158,0.0006125618,0.0002796277,0.001173893,0.003063238,0.0008246088,0.008566373,0.7124214,0.1930734],"study_design_scores_gemma":[0.0005632513,0.0002437647,0.09575695,0.004475172,0.0006018706,0.000356883,0.0008042905,0.002985086,0.002157451,0.005586477,0.8862182,0.0002506832],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.005803335,0.001553077,0.005956095,0.001110821,0.0001415568,0.0009339433,0.9656295,0.0048154,0.01405632],"genre_scores_gemma":[0.0215143,0.001329458,0.01563697,0.0004411652,0.0001142114,0.001170296,0.9554636,0.001036414,0.00329356],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03308685,"threshold_uncertainty_score":0.1105095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04142378156332344,"score_gpt":0.3716540269325537,"score_spread":0.3302302453692302,"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."}}