{"id":"W4386986430","doi":"10.1016/j.brachy.2023.06.042","title":"PSOR12  Presentation Time: 5:25 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","funders":"","keywords":"Medicine; Nuclear medicine; Medical physics; Dose-volume histogram; Dosimetry; Radiation treatment planning; Radiation therapy; Surgery","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":[0.0001068691,0.00013223,0.0001698107,0.00009106169,0.00009033926,0.00003381935,0.0001329465,0.00003213148,0.001844585],"category_scores_gemma":[0.000002280725,0.0001206261,0.00009637671,0.0003236441,0.00003239311,0.0002009065,0.00001430945,0.00009087412,0.0003201527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001532493,"about_ca_system_score_gemma":0.00001807067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002686352,"about_ca_topic_score_gemma":3.279637e-7,"domain_scores_codex":[0.9992232,0.00004120733,0.0001621422,0.0002056456,0.0001392897,0.000228549],"domain_scores_gemma":[0.9995353,0.00006789767,0.00007725555,0.0002461087,0.00002993529,0.00004355155],"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":[0.0002056745,0.0002579506,0.04207633,0.00001382343,0.0003531881,0.000008765918,0.001225226,0.0005073747,0.1425892,0.03242035,0.1136585,0.6666836],"study_design_scores_gemma":[0.007801037,0.0004306669,0.02993037,0.00005811655,0.00003688462,0.00000536986,0.0002192572,0.01775406,0.1034363,0.09587773,0.7431056,0.001344628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5318733,0.0006178854,0.3969302,0.002413918,0.0006654201,0.002441177,0.00009576258,0.003934126,0.06102818],"genre_scores_gemma":[0.8405274,0.0004813892,0.05405255,0.00113416,0.003879536,0.00119088,0.0006530468,0.0003475201,0.09773359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.665339,"threshold_uncertainty_score":0.9990678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044653030426522,"score_gpt":0.3032744012065841,"score_spread":0.2928278709023188,"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."}}