{"id":"W4207034308","doi":"10.1088/1742-6596/2167/1/012024","title":"From conception to clinical trial: IViST, the first multi-sensor-based platform for real-time In Vivo Source Tracking in HDR brachytherapy","year":2022,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Hôtel-Dieu de Québec","funders":"","keywords":"Computer science; Scintillator; Brachytherapy; Tracking system; Dosimeter; Photomultiplier; Tracking (education); Medical physics; Optics; Physics; Computer vision; Detector; Radiation; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006441577,0.0001879647,0.000507011,0.00007413419,0.0001711757,0.00007741652,0.0003616183,0.00003827649,0.0002540439],"category_scores_gemma":[0.00002327132,0.0001550974,0.0002327613,0.0002041659,0.00009517217,0.0003853118,0.0000361209,0.0004763762,5.663522e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000110585,"about_ca_system_score_gemma":0.0002131187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001800214,"about_ca_topic_score_gemma":0.00003719434,"domain_scores_codex":[0.9983926,0.0001359755,0.0007970161,0.0002092143,0.0002318141,0.000233317],"domain_scores_gemma":[0.9983634,0.0005529804,0.0006752402,0.0002209163,0.0001338811,0.0000536193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.04249297,0.002572847,0.04397348,0.00002500353,0.0003066353,0.0000126539,0.01835601,0.0357237,0.04384685,0.007854547,0.001210205,0.8036251],"study_design_scores_gemma":[0.1984564,0.01995274,0.02170112,0.001128316,0.0002309726,0.00001208351,0.03306607,0.04685161,0.330046,0.1161876,0.2288058,0.003561316],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5704629,0.00001503229,0.4275183,0.0008063271,0.0002289374,0.0007864285,0.0001085552,0.00002213253,0.00005139564],"genre_scores_gemma":[0.9793796,0.00001929458,0.01877919,0.0002427326,0.001279784,0.0001347637,0.00001243497,0.00003956962,0.0001126295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8000638,"threshold_uncertainty_score":0.6324687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06431719315190833,"score_gpt":0.3642255112673102,"score_spread":0.2999083181154019,"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."}}