{"id":"W4403296591","doi":"10.1148/rg.240088","title":"The Call Prep Tool Box: Preparing, Surviving, and Thriving","year":2024,"lang":"en","type":"editorial","venue":"Radiographics","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Thriving; Family 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":[0.00172786,0.0003330997,0.0004605652,0.0002568143,0.0003726444,0.0002990898,0.0002200001,0.0009705719,0.000008593554],"category_scores_gemma":[0.002730703,0.0002311021,0.0002378581,0.0003775478,0.0003073704,0.000127707,0.0001130108,0.001887165,0.0000138313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008120416,"about_ca_system_score_gemma":0.0006009648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003925632,"about_ca_topic_score_gemma":0.0003888973,"domain_scores_codex":[0.9978433,0.0001447933,0.0004194997,0.000630729,0.0005401096,0.0004216243],"domain_scores_gemma":[0.9960058,0.002657868,0.0002587892,0.0007532993,0.0001831539,0.000141084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006008343,0.00003325054,0.004943043,0.0003907956,0.0005265404,0.00002233571,0.0004292595,5.964879e-7,0.000007539208,0.0002330737,0.9909665,0.002386962],"study_design_scores_gemma":[0.000230565,0.0001838082,0.002088012,0.0003869893,0.0008730275,0.0001257392,0.00006754969,0.0001888673,0.000002114263,0.0002716517,0.9953452,0.0002365075],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.009676455,0.03245991,0.00002507533,0.00117457,0.9490011,0.0006220119,0.00002893213,0.0002007951,0.006811194],"genre_scores_gemma":[0.006836785,0.0716197,0.0003147869,0.0001071101,0.9120833,0.0001170639,0.000251404,0.0001316537,0.008538192],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03915979,"threshold_uncertainty_score":0.9424072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00874811639185287,"score_gpt":0.3028592849570536,"score_spread":0.2941111685652008,"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."}}