{"id":"W2079043952","doi":"10.1097/01.hp.0000327648.42431.75","title":"TECHNICAL DEVELOPMENTS IN MAMMOGRAPHY","year":2008,"lang":"en","type":"article","venue":"Health Physics","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Mammography; Medical physics; Breast cancer; Medicine; Digital mammography; Radiation exposure; Cancer; Nuclear 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":[0.00008421618,0.00008922277,0.0002078925,0.0001226801,0.00006174774,0.00000413017,0.00004543376,0.00002727982,0.000002855028],"category_scores_gemma":[0.00000695169,0.00008294539,0.00007417843,0.0007746242,0.00007456119,0.00009502452,0.00001749394,0.0001758453,0.00002200866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005241907,"about_ca_system_score_gemma":0.0002313828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003279845,"about_ca_topic_score_gemma":0.000003903664,"domain_scores_codex":[0.9991317,0.0000130804,0.000207066,0.0001588549,0.0001872394,0.0003020852],"domain_scores_gemma":[0.9996235,0.00001634686,0.00004102818,0.0001354195,0.00002392527,0.0001597706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007356074,0.0007675254,0.7678362,0.0001873524,0.00001514316,0.0001376763,0.0003611247,0.000001777317,0.0001077913,0.00229863,0.004123991,0.2240893],"study_design_scores_gemma":[0.0009380677,0.0001350892,0.9876491,0.0001956551,0.000003242898,0.0003307956,0.00002287121,0.00001348929,0.0001187472,0.0008111837,0.009665637,0.0001160623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8887151,0.0009865284,0.003694159,0.005177893,0.0002821738,0.001146217,0.00001586816,0.0004427461,0.09953932],"genre_scores_gemma":[0.9919693,0.0001294793,0.004968869,0.002757859,0.00006886847,0.0000150052,0.00001799646,0.00001255731,0.00006006234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2239732,"threshold_uncertainty_score":0.3382415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03652635342123958,"score_gpt":0.3097672489587551,"score_spread":0.2732408955375155,"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."}}