{"id":"W3161601894","doi":"10.3138/jvme-2020-0157","title":"Implementation of a Fine Needle Aspirate Simulation Model","year":2021,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Veterinary Practice and Education Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sample (material); Medical physics; Session (web analytics); Clinical Practice; Medical education; Computer science; Isolation (microbiology); Medicine; Physical therapy; Bioinformatics; World Wide Web; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001086064,0.0000973436,0.0002738164,0.0001480797,0.0001906953,0.000006383788,0.0001138679,0.0001119992,0.002316627],"category_scores_gemma":[0.001440257,0.00008643818,0.000087382,0.0002553434,0.00003597883,0.000476402,0.00006999113,0.0003940258,0.00002274943],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127199,"about_ca_system_score_gemma":0.005724381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004086868,"about_ca_topic_score_gemma":0.00001644311,"domain_scores_codex":[0.9976804,0.000414852,0.001084343,0.0001124784,0.0005291781,0.0001787708],"domain_scores_gemma":[0.9969191,0.0004295591,0.001048898,0.0001596791,0.001265717,0.0001770515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002390309,0.006104617,0.07672548,0.003094509,0.0007495031,0.0001861991,0.08297413,0.008458357,0.04697029,0.002537744,0.1056753,0.6641336],"study_design_scores_gemma":[0.01194638,0.008169072,0.2694706,0.004252359,0.00087842,0.001880895,0.3038869,0.04447426,0.001636438,0.005793069,0.3465302,0.001081361],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840111,0.0005723662,0.004764448,0.007550742,0.002001704,0.0001346691,0.000003514133,0.000008051026,0.000953424],"genre_scores_gemma":[0.993672,0.0002727267,0.003391477,0.001388761,0.0006711963,0.00001950705,0.00001679108,0.0000124903,0.0005551261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6630522,"threshold_uncertainty_score":0.9999123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.52644014692091,"score_gpt":0.6241362343072329,"score_spread":0.09769608738632285,"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."}}