{"id":"W2810003951","doi":"10.1016/j.brachy.2018.04.253","title":"Automated Quality Assurance of Permanent Seed Implant Prostate Brachytherapy Air Kerma Strength Using Vendor Autoradiographs","year":2018,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Quality assurance; Vendor; Brachytherapy; Prostate brachytherapy; Kerma; Medical physics; Implant; Nuclear medicine; Surgery; Radiation therapy; Dosimetry; Pathology","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":[0.001052499,0.0003805088,0.0003574551,0.001413149,0.0002889164,0.001183111,0.0006992046,0.0005991451,0.0030315],"category_scores_gemma":[0.002666004,0.000709038,0.0003049492,0.0007245568,0.0002469278,0.0003963675,0.0003070154,0.0004134247,0.001019227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005959293,"about_ca_system_score_gemma":0.0004834662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002776689,"about_ca_topic_score_gemma":0.00485754,"domain_scores_codex":[0.9994506,0.0001325421,0.00003640694,0.0001096633,0.0002282197,0.00004252986],"domain_scores_gemma":[0.9978021,0.0008136358,0.0002458675,0.0003158284,0.0007779309,0.00004464949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001944181,0.00005717812,0.02430407,0.0005016844,0.0001174623,0.0003943686,0.0004012413,0.008016273,0.8476549,0.0008483057,0.001371308,0.1143891],"study_design_scores_gemma":[0.00009243653,0.0006963699,0.08151984,0.00009440397,0.0005011302,0.002899406,0.0002480832,0.05735997,0.8455898,0.0003396821,0.01051943,0.0001393538],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6053599,0.005662268,0.3669193,0.0002845865,0.0001391135,0.0002516058,0.001256852,0.007272288,0.01285417],"genre_scores_gemma":[0.8808837,0.0009998013,0.1110682,0.00008212812,0.00002596054,0.00005862244,0.0004906403,0.001157984,0.005232947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0030315,"threshold_uncertainty_score":0.01014137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204925029287029,"score_gpt":0.3149962017016075,"score_spread":0.2945036987729046,"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."}}