{"id":"W3022018269","doi":"10.1007/s10549-020-05664-9","title":"The impact of ductal carcinoma in situ on health services utilization","year":2020,"lang":"en","type":"article","venue":"Breast Cancer Research and Treatment","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; Sunnybrook Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"Canadian Cancer Society Research Institute","keywords":"Medicine; Ductal carcinoma; Breast cancer; Anxiety; Depression (economics); Population; Comorbidity; Mammography; Cohort; Internal medicine; Cancer; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001120612,0.0002142211,0.0003362446,0.001072518,0.0003977422,0.001234395,0.0003978333,0.0006388926,0.005190718],"category_scores_gemma":[0.007791455,0.0001857723,0.001800031,0.002397601,0.0003986409,0.0007827851,0.001231081,0.001107999,0.0003162207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001165079,"about_ca_system_score_gemma":0.001656517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0442319,"about_ca_topic_score_gemma":0.0567275,"domain_scores_codex":[0.9985695,0.0005489356,0.0001140883,0.00008918031,0.0002043216,0.0004741157],"domain_scores_gemma":[0.9951853,0.00191802,0.001347065,0.0001687181,0.0004251664,0.0009557154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001511525,0.00006597021,0.9924651,0.00003247438,0.0001625293,0.0001142873,0.00006545176,0.0002090296,0.0000582401,0.0001545387,0.0003348796,0.006186203],"study_design_scores_gemma":[0.000002097368,0.00004255349,0.9989926,0.00001739347,0.00008359432,0.0001069312,0.0002748297,0.0001223375,0.00001984364,0.00007945528,0.0002552265,0.000003089044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798732,0.005593823,0.00008271038,0.003125738,0.00007956509,0.000008737044,0.002554605,0.00001086759,0.008670772],"genre_scores_gemma":[0.9978269,0.001238989,0.00002731978,0.0001319734,0.00006932657,0.000002564356,0.0003640484,0.000003533499,0.0003352946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0442319,"threshold_uncertainty_score":0.08794886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2351566002297739,"score_gpt":0.478777041920667,"score_spread":0.2436204416908931,"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."}}