{"id":"W4401237342","doi":"","title":"Credentialing of stereotactic radiosurgery and stereotactic body radiation therapy programs for quality and safety: The Novalis Certified Program.","year":2024,"lang":"en","type":"article","venue":"PubMed","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority","funders":"Seagen; ViewRay; Novocure","keywords":"Radiosurgery; Credentialing; Medical physics; Certification; Medicine; Radiation therapy; Radiology; Medical education","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":[0.01244252,0.0001709577,0.0001021166,0.001704701,0.002192809,0.001607868,0.001244303,0.0009720243,0.007522035],"category_scores_gemma":[0.04167615,0.0002633864,0.0001885925,0.0008849095,0.001217257,0.001732193,0.004141346,0.00164559,0.001666439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004378905,"about_ca_system_score_gemma":0.01774783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009900153,"about_ca_topic_score_gemma":0.02547373,"domain_scores_codex":[0.9934571,0.00185615,0.0004553101,0.0003712238,0.002916892,0.0009432014],"domain_scores_gemma":[0.9523606,0.006443627,0.007190823,0.003273664,0.00972041,0.02101093],"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":[0.0002515754,0.003102766,0.2914162,0.0003508414,0.0000181044,0.0007960032,0.007055349,0.0003916842,0.004068369,0.003909503,0.08845755,0.6001822],"study_design_scores_gemma":[0.00009680757,0.001394519,0.8018486,0.0003831597,0.00001699187,0.001874372,0.01303748,0.001647964,0.005951616,0.001326252,0.1723385,0.00008373173],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8714942,0.001290123,0.007393171,0.03325314,0.0009116661,0.00233099,0.001086796,0.0005231099,0.08171687],"genre_scores_gemma":[0.9570708,0.00045273,0.008462599,0.006327691,0.0001189772,0.0003611403,0.0007827875,0.00005477079,0.02636841],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01244252,"threshold_uncertainty_score":0.06580311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08153311283003781,"score_gpt":0.336008809325009,"score_spread":0.2544756964949711,"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."}}