{"id":"W2952178650","doi":"10.1016/j.brachy.2019.05.008","title":"An improved treatment planning and quality assurance process for Collaborative Ocular Melanoma Study eye plaque brachytherapy","year":2019,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Brachytherapy; Quality assurance; Medical physics; Ocular Melanoma; Radiation treatment planning; Melanoma; Radiology; Radiation therapy; Pathology; Cancer research","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":[0.02379334,0.0003777829,0.0005638247,0.001282169,0.002154278,0.003059055,0.001979865,0.0008555325,0.005345938],"category_scores_gemma":[0.02212324,0.0006326791,0.0008024895,0.001183399,0.0006229655,0.0008839618,0.002461739,0.001501903,0.0009952366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004641991,"about_ca_system_score_gemma":0.01633932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02501388,"about_ca_topic_score_gemma":0.03055193,"domain_scores_codex":[0.9895181,0.005639563,0.0007696388,0.0008895182,0.002825241,0.0003579061],"domain_scores_gemma":[0.9716164,0.008426897,0.003349732,0.006685413,0.0086657,0.001255876],"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":[0.003816134,0.001802768,0.06786041,0.0008249754,0.0002786339,0.001320204,0.01100626,0.04799943,0.07950938,0.008772686,0.03583495,0.7409742],"study_design_scores_gemma":[0.002939147,0.005815167,0.2374324,0.0006560754,0.001123229,0.005399607,0.005520643,0.2015078,0.148853,0.007784289,0.3821245,0.0008441505],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3680421,0.002824284,0.5747613,0.007820891,0.000523945,0.005885554,0.001936761,0.007876197,0.030329],"genre_scores_gemma":[0.5988376,0.0004275294,0.3925908,0.0007088349,0.0001264909,0.001425613,0.0009419729,0.001188461,0.003752771],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02501388,"threshold_uncertainty_score":0.1258327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03533227716772344,"score_gpt":0.3949388902845224,"score_spread":0.359606613116799,"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."}}