{"id":"W4285490954","doi":"10.1148/rg.220005","title":"Imaging Cancer in Pregnancy","year":2022,"lang":"en","type":"article","venue":"Radiographics","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Pregnancy; Cancer; Radiology; Mammography; Radiation therapy; Breast cancer; Medical physics; Internal medicine","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":[0.00007461239,0.00007057533,0.0001370713,0.0003307544,0.00007736735,0.000006089649,0.00005932867,0.00001389309,0.0005146012],"category_scores_gemma":[0.000004863911,0.0000704261,0.00009407564,0.0008768672,0.00003369875,0.00003251101,0.0000355899,0.0002838835,6.833959e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109523,"about_ca_system_score_gemma":0.00007873649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001195423,"about_ca_topic_score_gemma":0.0002061219,"domain_scores_codex":[0.9993198,0.00001972254,0.0001220129,0.0001597108,0.0001977369,0.0001810054],"domain_scores_gemma":[0.9997255,0.00001324938,0.00003112205,0.0001597016,0.00001340866,0.00005699278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003043076,0.00006222592,0.9680679,0.0000221408,0.00001706061,0.0001001081,0.0003689569,0.00008521153,0.000193411,0.0002790178,0.001180602,0.02959287],"study_design_scores_gemma":[0.001821643,0.00008842026,0.8884656,0.0001595044,0.00005818078,0.00007162546,0.0004055112,0.001392276,0.00006761038,0.0002762636,0.1070026,0.000190742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545111,0.03763024,0.00004868895,0.002862609,0.0008047227,0.0004473733,0.00007503806,0.00009574997,0.003524452],"genre_scores_gemma":[0.9970326,0.002116055,0.00003768289,0.0004170905,0.00005753375,0.0001233422,0.000008624806,0.00001679423,0.0001902768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.105822,"threshold_uncertainty_score":0.5634522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587983018625472,"score_gpt":0.2957290443386578,"score_spread":0.2798492141524031,"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."}}