{"id":"W4237602590","doi":"10.1016/j.jmir.2019.11.153","title":"How Long is Too Long? The GK Icon Experience","year":2019,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Icon; Radiosurgery; Gamma knife; Medicine; Medical physics; Nuclear medicine; Radiation therapy; Computer science; Radiology","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":[0.00479362,0.0003838548,0.0004276571,0.0007418921,0.00547149,0.005865886,0.001118921,0.002564705,0.021533],"category_scores_gemma":[0.01524888,0.0002227668,0.000397827,0.001255093,0.004522546,0.004376112,0.003873931,0.006947108,0.00298514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007026279,"about_ca_system_score_gemma":0.006783166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01417784,"about_ca_topic_score_gemma":0.03626378,"domain_scores_codex":[0.9976304,0.0007971089,0.0000990179,0.0001703619,0.0004671393,0.0008359286],"domain_scores_gemma":[0.9868636,0.003047734,0.0008514644,0.000270509,0.0009119025,0.008054783],"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":[0.001381567,0.0008259926,0.06208368,0.0005875069,0.0001177091,0.02560318,0.1244866,0.0006792175,0.001570903,0.02924437,0.5536649,0.1997544],"study_design_scores_gemma":[0.0000764683,0.0006105688,0.02490397,0.001279633,0.00008682157,0.03262139,0.1938009,0.0002527954,0.0005503444,0.01199022,0.7335835,0.0002434732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4922168,0.02450852,0.001206956,0.2905854,0.00985286,0.00005352947,0.000471823,0.0002527622,0.1808515],"genre_scores_gemma":[0.8770923,0.01526489,0.0007039858,0.05850772,0.00201472,0.00003988195,0.000256097,0.0005260541,0.04559439],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.021533,"threshold_uncertainty_score":0.07203507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00973994040649952,"score_gpt":0.3265426720595991,"score_spread":0.3168027316530996,"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."}}