{"id":"W1775582235","doi":"10.3747/co.22.2889","title":"To Screen or Not to Screen for Breast Cancer? How Do Modelling Studies Answer the Question?","year":2015,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Population; Harm; Breast cancer screening; Randomized controlled trial; Estimation; Systematic review; Econometrics; Medical physics; MEDLINE; Cancer; Mammography; Environmental health; Surgery; Psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1081724,0.001818305,0.005929683,0.004102726,0.0006163524,0.007546355,0.004043733,0.005188344,0.00775338],"category_scores_gemma":[0.3832418,0.00105456,0.006280554,0.004066648,0.003280676,0.01227671,0.002848146,0.004375547,0.001285846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005148767,"about_ca_system_score_gemma":0.01004322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008864222,"about_ca_topic_score_gemma":0.00743432,"domain_scores_codex":[0.8955643,0.09358417,0.004299776,0.002563958,0.003051825,0.0009360166],"domain_scores_gemma":[0.558969,0.404436,0.01709539,0.008088482,0.009909732,0.001501499],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002427072,0.0005907739,0.03838935,0.1574295,0.03582203,0.0006512591,0.004732253,0.1216243,0.0005080425,0.2564631,0.04195612,0.3394062],"study_design_scores_gemma":[0.001534386,0.001132636,0.008319873,0.1318499,0.01595647,0.0005201148,0.003438669,0.05602833,0.0007626281,0.6744843,0.1055713,0.0004013616],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.02674091,0.4932767,0.1332115,0.3175496,0.004661126,0.001274938,0.004783058,0.0003369799,0.01816534],"genre_scores_gemma":[0.5717185,0.262754,0.09101345,0.06514324,0.00247664,0.003304272,0.002048852,0.0003107301,0.001230344],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8918276,"threshold_uncertainty_score":0.5720774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.513776407774924,"score_gpt":0.5411804019736612,"score_spread":0.02740399419873729,"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."}}