{"id":"W3159915289","doi":"10.5281/zenodo.4342460","title":"GCRSR Proficiency Test, 2021","year":2021,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"","keywords":"Test (biology); Virology; Computer science; Medicine; Biology; Paleontology","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":[0.009402552,0.001208234,0.0009020817,0.001098528,0.001292521,0.002313603,0.002298494,0.002359814,0.02879376],"category_scores_gemma":[0.01303459,0.0006037949,0.001112295,0.001163806,0.0009164294,0.001292469,0.001680749,0.001368044,0.03274587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001853379,"about_ca_system_score_gemma":0.003475597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008722106,"about_ca_topic_score_gemma":0.008705922,"domain_scores_codex":[0.9903691,0.001779302,0.0005163704,0.001725068,0.004800925,0.0008091343],"domain_scores_gemma":[0.9919528,0.001181024,0.0004177591,0.001589889,0.004305408,0.00055312],"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":[0.003814091,0.001594781,0.04184677,0.001149329,0.000335074,0.0009241308,0.0007274923,0.01227321,0.1726058,0.007753238,0.6342274,0.1227487],"study_design_scores_gemma":[0.0004767403,0.002989132,0.04187177,0.00035733,0.0001419602,0.001073362,0.0004939335,0.01166045,0.2477267,0.003050403,0.6899457,0.0002125415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.252659,0.001526709,0.07495988,0.00967364,0.002671018,0.007907489,0.4320607,0.01772768,0.2008138],"genre_scores_gemma":[0.286309,0.0005557737,0.06831846,0.006749426,0.0002681205,0.005345887,0.5597796,0.003168483,0.06950529],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02879376,"threshold_uncertainty_score":0.09632468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0461251012829247,"score_gpt":0.3057950021975451,"score_spread":0.2596699009146204,"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."}}