{"id":"W4391286357","doi":"10.1016/j.brachy.2023.10.004","title":"Establishing a fingerprinting method for fast catheter identification in HDR brachytherapy in vivo dosimetry","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Hôtel-Dieu de Québec","funders":"","keywords":"Medicine; Brachytherapy; Dosimetry; Medical physics; Identification (biology); Catheter; Nuclear medicine; Radiology; Radiation therapy","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":[0.001302167,0.0005626329,0.000482622,0.001230858,0.0004983383,0.00131593,0.0008931831,0.001052383,0.002515563],"category_scores_gemma":[0.003639777,0.0004701463,0.0003045802,0.0008950948,0.0003570358,0.001142219,0.0008563236,0.0008094893,0.001480743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004077935,"about_ca_system_score_gemma":0.0006106971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000785161,"about_ca_topic_score_gemma":0.001005512,"domain_scores_codex":[0.9992267,0.0002024537,0.00004393136,0.0001568786,0.0003051678,0.00006485227],"domain_scores_gemma":[0.997914,0.000747784,0.0002796229,0.0003960867,0.0005872279,0.00007521451],"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":[0.000467453,0.0001060541,0.006929742,0.0003081039,0.00004286566,0.0001507144,0.0002479801,0.005528823,0.6205946,0.003109727,0.001473523,0.3610404],"study_design_scores_gemma":[0.00003613234,0.0004990008,0.01668829,0.00008947232,0.0001383412,0.001884032,0.00015519,0.1461128,0.8165318,0.001610387,0.01610265,0.0001519256],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03524855,0.0008332129,0.9598783,0.0001122259,0.00009157439,0.00009231683,0.0001489816,0.001896685,0.001698136],"genre_scores_gemma":[0.3525407,0.0005630721,0.6440201,0.0001025768,0.00005282047,0.0001080674,0.0001406782,0.0003744564,0.002097472],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002515563,"threshold_uncertainty_score":0.008415341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01090351972067564,"score_gpt":0.3298290411909625,"score_spread":0.3189255214702869,"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."}}