{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01453347,0.005578005,0.0068966,0.006463,0.0057068,0.01361709,0.005991372,0.03354203,0.01983286],"category_scores_gemma":[0.05419002,0.002770855,0.004484702,0.003002414,0.004152531,0.0064687,0.002544443,0.03807021,0.01947069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005508767,"about_ca_system_score_gemma":0.00648277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004460551,"about_ca_topic_score_gemma":0.01614149,"domain_scores_codex":[0.9872547,0.002866334,0.001614573,0.0009701609,0.006517997,0.0007761781],"domain_scores_gemma":[0.9380223,0.02634154,0.003463259,0.001520711,0.02064555,0.01000667],"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":[0.00002569975,0.000009891284,0.00001429151,0.0001293295,0.00001271315,0.00005451092,0.000006474391,0.00001333629,0.00001571315,0.0001214434,0.9964716,0.003124969],"study_design_scores_gemma":[0.0001254395,0.00004964464,0.0004142839,0.0009405869,0.00010463,0.0003002181,0.00007720288,0.0001958218,0.00007545405,0.0009410782,0.9967339,0.00004175609],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001391526,0.003560811,0.00008476154,0.02465884,0.9705976,0.00001299018,0.00002525458,0.00005670949,0.0009891556],"genre_scores_gemma":[0.0001414232,0.002297391,0.00008189991,0.0143416,0.9791889,0.00001417997,0.00001724899,0.00002228175,0.003895107],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03354203,"threshold_uncertainty_score":0.07686126,"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."}}