{"id":"W4252682899","doi":"10.1002/jmrs.166","title":"Friday 22 April 2016","year":2016,"lang":"en","type":"article","venue":"Journal of Medical Radiation Sciences","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Princess Margaret Cancer Centre; Foothills Medical Centre","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002494599,0.0000538356,0.000171177,0.0001712895,0.00007358285,0.00001796068,0.0002236724,0.00007603555,0.00252897],"category_scores_gemma":[0.001805915,0.00002347218,0.00009328184,0.0002420771,0.0002780055,0.0002057404,0.000019785,0.0001207407,0.00006570393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004532251,"about_ca_system_score_gemma":0.001032612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004829235,"about_ca_topic_score_gemma":7.175764e-7,"domain_scores_codex":[0.9974876,0.00005226817,0.0003614976,0.00009205542,0.001859679,0.0001468977],"domain_scores_gemma":[0.9988618,0.0002866607,0.0002208686,0.0000766322,0.0001331393,0.0004209236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006728165,0.0001411345,0.03011041,0.00001024658,0.00002845425,0.0001304257,0.0001226693,0.00000100525,0.00369399,0.004589906,0.09839109,0.8627134],"study_design_scores_gemma":[0.004037943,0.001087799,0.722569,0.0008192964,0.00006716439,0.002274865,0.0004180919,0.000320576,0.001796162,0.002082994,0.2643848,0.0001412488],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8211792,0.002059588,0.008154201,0.1624609,0.001187852,0.00006282171,0.000002020839,0.00001240492,0.004880995],"genre_scores_gemma":[0.9961795,0.0007680092,0.0003880319,0.001239552,0.0009413726,5.344671e-7,9.420594e-8,0.000002898746,0.0004800657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8625721,"threshold_uncertainty_score":0.9983829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02752829605404662,"score_gpt":0.3293458297948831,"score_spread":0.3018175337408365,"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."}}