{"id":"W2993539809","doi":"10.1016/j.acra.2019.06.024","title":"The International Skeletal Society: A Potential Model for Radiology and Pathology Collaboration","year":2019,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sinai Health System","funders":"","keywords":"Pathology; Medicine; Radiology","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":[0.000794008,0.0001323367,0.0002820557,0.0001013305,0.0001688507,0.00001217961,0.0001743024,0.0005666628,0.00002092775],"category_scores_gemma":[0.0003196004,0.00009687671,0.00008875015,0.0001094736,0.0002995718,0.0001403559,0.00004444601,0.0005061051,0.0000211795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007239134,"about_ca_system_score_gemma":0.0002059189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004252199,"about_ca_topic_score_gemma":0.000002520466,"domain_scores_codex":[0.9988127,0.00009548783,0.0003205019,0.0003728265,0.0000755879,0.0003228862],"domain_scores_gemma":[0.9989089,0.000515567,0.0002031367,0.0001882758,0.0001140949,0.00007002753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003413049,0.0001258979,0.06836404,0.0001310026,0.001130601,0.00002008614,0.00629172,0.003191554,0.3523751,0.1171057,0.4185629,0.02928832],"study_design_scores_gemma":[0.005878757,0.001173044,0.02439871,0.00001562902,0.0003583905,0.01054988,0.002465489,0.7115515,0.0002503175,0.01227467,0.2307165,0.0003671899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310251,0.002115465,0.004104551,0.05962768,0.002036577,0.0006728264,0.00001233433,0.00003377657,0.0003716562],"genre_scores_gemma":[0.9787023,0.009435647,0.002857446,0.004423571,0.0009878732,0.0001360827,0.0001512952,0.00002047449,0.003285306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7083599,"threshold_uncertainty_score":0.4370622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01612108115660024,"score_gpt":0.3243082052223126,"score_spread":0.3081871240657124,"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."}}