{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004001644,0.0002478784,0.0005057547,0.00009669549,0.0001881616,0.00002065165,0.0001313361,0.0003948064,0.00003796524],"category_scores_gemma":[0.0001811334,0.0001834618,0.00009727451,0.0008704613,0.0002505299,0.00008304136,0.00006854716,0.0005442757,0.000002683838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001661428,"about_ca_system_score_gemma":0.0001761961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001518126,"about_ca_topic_score_gemma":0.0005827407,"domain_scores_codex":[0.997945,0.00002938108,0.0003180986,0.0005048758,0.0006569155,0.0005457022],"domain_scores_gemma":[0.9989021,0.00009616751,0.00009546126,0.0001937858,0.0003103637,0.0004020882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004099412,0.00006581863,0.5563889,0.0005987947,0.0004028687,0.0006930377,0.0005876411,0.00001180764,0.005199424,0.001223633,0.0541208,0.3766079],"study_design_scores_gemma":[0.006605563,0.001905909,0.9460084,0.002371236,0.0006238558,0.002655835,0.001620193,0.003210811,0.0006657798,0.0003411607,0.03359589,0.0003953436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555321,0.01210102,0.0005519228,0.02546069,0.0009170002,0.001446657,0.0001306924,0.0005272751,0.003332633],"genre_scores_gemma":[0.9932421,0.0001714716,0.001231209,0.002272762,0.002207655,0.00018924,0.000135382,0.00002798796,0.0005221581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3896196,"threshold_uncertainty_score":0.7481356,"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."}}