{"id":"W3215410106","doi":"10.3390/curroncol28060419","title":"Diagnostics in Patients Suspect for Breast Cancer in The Netherlands","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cohort; Breast cancer; Disease; Cancer; Poisson regression; Cancer registry; Cohort study; Internal medicine; Pediatrics; Population","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":[],"consensus_categories":[],"category_scores_codex":[0.0004189921,0.0001127085,0.0002681541,0.0007211761,0.0002395135,0.0007568774,0.0003223664,0.0002185238,0.0009079795],"category_scores_gemma":[0.003458187,0.0001954824,0.000263083,0.001868506,0.0001996235,0.0003530047,0.0004367353,0.0002399622,0.0001200934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211481,"about_ca_system_score_gemma":0.0008147509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05875545,"about_ca_topic_score_gemma":0.06875962,"domain_scores_codex":[0.9992768,0.0002063622,0.00009459499,0.0001727346,0.0001320737,0.0001173726],"domain_scores_gemma":[0.9985542,0.0004190975,0.0007362486,0.00004626697,0.0001068308,0.0001374533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004380945,0.00001816848,0.9952912,0.0000200232,0.0000251099,0.0002468731,0.0003193298,0.0001084764,0.0001109612,0.00005496472,0.0003285637,0.003432572],"study_design_scores_gemma":[0.00001063886,0.00003338052,0.9967428,0.0000219944,0.00001666318,0.0006006634,0.0009254107,0.0004226473,0.00006074005,0.00007166913,0.001087208,0.000006243689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998094,0.0004665377,0.0001120506,0.00008434543,0.000005421076,0.000009415421,0.0007174789,0.000001998771,0.0005086098],"genre_scores_gemma":[0.9986047,0.0002623076,0.0001109932,0.0000392723,0.000006012938,0.00001379,0.0007945549,0.000002954594,0.0001652972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05875545,"threshold_uncertainty_score":0.116827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.164937974410584,"score_gpt":0.4627891588495263,"score_spread":0.2978511844389423,"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."}}