{"id":"W4386986441","doi":"10.1016/j.brachy.2023.06.036","title":"PSOR05  Presentation Time: 4:50 PM","year":2023,"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; Centre hospitalier universitaire de Québec","funders":"","keywords":"Methacrylic acid; Brachytherapy; Nuclear medicine; Medicine; Gelatin; Ascorbic acid; Radiochemistry; Nuclear chemistry; Polymerization; Composite material; Materials science; Radiation therapy; Surgery; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001063706,0.0001319984,0.0001694202,0.00009077218,0.00009068547,0.00003482487,0.0001330405,0.00003213779,0.002006195],"category_scores_gemma":[0.000002062341,0.0001211225,0.00009625028,0.0002910387,0.00003271002,0.0001990141,0.00001421157,0.00009149269,0.0003251768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001535033,"about_ca_system_score_gemma":0.00001811569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003125681,"about_ca_topic_score_gemma":3.354779e-7,"domain_scores_codex":[0.9992186,0.00004173577,0.0001629159,0.0002075762,0.0001407279,0.0002284511],"domain_scores_gemma":[0.9995379,0.00006655173,0.00007750517,0.0002469911,0.00002735332,0.00004373635],"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":[0.0002656441,0.0002530944,0.0402251,0.00001384829,0.0003601505,0.000007482009,0.001212062,0.0006989221,0.1734334,0.0248273,0.1315873,0.6271157],"study_design_scores_gemma":[0.006177231,0.0003695042,0.02323847,0.00004858534,0.00003069952,0.00000484515,0.0002004526,0.01342074,0.08581794,0.08322074,0.7863179,0.001152917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.488873,0.0006513858,0.457311,0.002185715,0.0005851663,0.002192556,0.00008648007,0.003634617,0.04448007],"genre_scores_gemma":[0.7963521,0.000709567,0.08565782,0.001511696,0.005204698,0.00152656,0.0008517475,0.0004664308,0.1077194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6547306,"threshold_uncertainty_score":0.9989061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049318498690904,"score_gpt":0.302699672461765,"score_spread":0.2922064874748559,"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."}}