{"id":"W2073430123","doi":"10.1118/1.2241427","title":"MO‐D‐230A‐01: A Nontraditional Method of Providing Radiation Protection Instruction at a Large Health Science Center","year":2006,"lang":"en","type":"article","venue":"Medical Physics","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Mathematics education; Quarter (Canadian coin); Presentation (obstetrics); Medical education; Psychology; Computer science; Medical physics; Medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004806764,0.0001061804,0.0001722822,0.00004262041,0.0001632805,0.000009110194,0.0001346595,0.00006826359,0.00006541545],"category_scores_gemma":[0.00007716854,0.0000947415,0.00007164003,0.0004078099,0.0001038571,0.0001654595,0.0000861523,0.0002200589,0.000008894212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004805606,"about_ca_system_score_gemma":0.00007514308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001671452,"about_ca_topic_score_gemma":0.000007925318,"domain_scores_codex":[0.9982869,0.00001725767,0.0003183029,0.0002581109,0.0008237117,0.0002956925],"domain_scores_gemma":[0.9995564,0.00002995521,0.0001392391,0.0001064746,0.00004144601,0.0001264788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002516209,0.00181215,0.00145079,0.001445716,0.00008863862,0.0000050058,0.0005148454,0.008857948,0.2064687,0.1281413,0.002269428,0.6486938],"study_design_scores_gemma":[0.003466282,0.0001014146,0.004499669,0.0002979672,0.00002529493,0.00002298076,0.00002571874,0.4926015,0.4716014,0.01720876,0.009779911,0.0003690779],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03946414,0.00004213119,0.9578277,0.001185152,0.0002248109,0.0003540023,0.00002411035,0.0001049281,0.0007730281],"genre_scores_gemma":[0.9965024,0.00001285755,0.002575753,0.0001193033,0.0006202954,0.00003339643,0.00007351588,0.0000124633,0.00004999142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9570383,"threshold_uncertainty_score":0.3863446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212570725396846,"score_gpt":0.2613208076001003,"score_spread":0.2491951003461319,"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."}}