{"id":"W4404375192","doi":"10.3390/tomography10110132","title":"Conference Report: Review of Clinical Implementation of Advanced Quantitative Imaging Techniques for Personalized Radiotherapy","year":2024,"lang":"en","type":"article","venue":"Tomography","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medical physics; Radiation therapy; Computer science; Medicine; 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":[0.01313027,0.0007654662,0.001399408,0.004220086,0.0004596771,0.002641113,0.002416628,0.002549148,0.005796676],"category_scores_gemma":[0.0241172,0.0005178329,0.001373261,0.003843226,0.001392647,0.003804866,0.001476796,0.003303129,0.00217482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002032231,"about_ca_system_score_gemma":0.004301706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001713627,"about_ca_topic_score_gemma":0.002309609,"domain_scores_codex":[0.9965113,0.001488156,0.0006391703,0.0003327369,0.0009182037,0.0001104526],"domain_scores_gemma":[0.9766975,0.01392792,0.001127278,0.0005253887,0.007288664,0.0004332388],"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":[0.0001630225,0.00006277725,0.000187696,0.02060821,0.0001194054,0.0001235122,0.0001490784,0.0004493406,0.0005937601,0.005474796,0.09991696,0.8721514],"study_design_scores_gemma":[0.00002065843,0.0001784846,0.0006529923,0.01556637,0.0001425772,0.0006848746,0.00009081402,0.0001511338,0.0004899899,0.001517075,0.9804685,0.00003643838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009078941,0.991307,0.0006554669,0.004426537,0.002177641,0.00002638041,0.00002832373,0.00001349069,0.00127453],"genre_scores_gemma":[0.001646733,0.9912708,0.001508213,0.002855774,0.001931782,0.00005793699,0.00006829752,0.00001783813,0.0006426549],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01313027,"threshold_uncertainty_score":0.06944036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03235990051761963,"score_gpt":0.4546997386275413,"score_spread":0.4223398381099217,"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."}}