{"id":"W2967008410","doi":"10.1177/2292550319866554","title":"Exam Questions: Mallet Finger and Sternal Reconstruction","year":2019,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Queen's University; Hotel Dieu Hospital","funders":"","keywords":"Mallet finger; Mallet; Medicine; Computer science; Orthodontics; Surgery; Acoustics; Physics; Deformity","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":[0.0003509248,0.0001399305,0.0003620359,0.0002440552,0.00004322266,0.00002426037,0.00002326496,0.0001012283,0.0007461367],"category_scores_gemma":[0.0009620602,0.0001260638,0.0001319429,0.0001112885,0.00009801379,0.0001571921,0.00002360972,0.000173246,0.0001100606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003470833,"about_ca_system_score_gemma":0.00007734352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002033088,"about_ca_topic_score_gemma":0.000001392411,"domain_scores_codex":[0.9990576,0.00005995089,0.000270797,0.0002821919,0.0001299835,0.0001994961],"domain_scores_gemma":[0.9970364,0.002512356,0.00008500407,0.0001944248,0.00007368576,0.00009815919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001286936,0.00003822829,0.8839343,0.0001293137,0.0001108355,0.0000391884,0.00001834129,7.546955e-7,0.01068657,0.0001240131,0.0009250087,0.1038648],"study_design_scores_gemma":[0.0006865854,0.0001201407,0.9530696,0.001552616,0.000171438,0.007902431,0.0001282477,0.0001885771,0.01459359,0.0003648211,0.02076287,0.0004591419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947211,0.0004865196,0.0008064495,0.00005044965,0.002468709,0.0001505924,0.000004405359,0.0001357079,0.00117607],"genre_scores_gemma":[0.9978116,0.0003814466,0.001164394,0.00006509852,0.0001540786,0.00001836584,0.00001321916,0.00002028493,0.0003715012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1034057,"threshold_uncertainty_score":0.8169674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01284731096300931,"score_gpt":0.2249339068220992,"score_spread":0.2120865958590899,"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."}}