{"id":"W4403760024","doi":"10.1016/j.brachy.2024.08.118","title":"PSOR08 Presentation Time: 12:05 PM","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":"Mount Sinai Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Presentation (obstetrics); Medical physics; 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":[0.00008633365,0.0001529978,0.0001704121,0.00007557173,0.00006334971,0.0001005087,0.0001174297,0.00003623065,0.003098664],"category_scores_gemma":[0.000001158284,0.0001320835,0.000123901,0.0001408783,0.00003621773,0.0003093448,0.00001016229,0.0001355911,0.0001209285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002640545,"about_ca_system_score_gemma":0.00003212882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000309863,"about_ca_topic_score_gemma":5.24052e-7,"domain_scores_codex":[0.999209,0.00003820933,0.0001718039,0.0002558685,0.000133475,0.0001916406],"domain_scores_gemma":[0.9996076,0.00006929332,0.00003979546,0.0002200839,0.00001987335,0.00004341505],"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":[0.0001097888,0.0001465138,0.003156824,0.00002471836,0.0003408227,0.00001327128,0.0008624196,0.0001171219,0.07666941,0.04395774,0.06983342,0.804768],"study_design_scores_gemma":[0.001506919,0.0002405974,0.0008895527,0.00009091067,0.00003111292,0.00001098938,0.00004585283,0.01304579,0.04926112,0.04720163,0.8870881,0.0005873773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05369636,0.004140865,0.8949703,0.001417903,0.0007712322,0.001215189,0.00005738334,0.001657646,0.04207311],"genre_scores_gemma":[0.8514386,0.0004814025,0.07440838,0.0009492544,0.00484121,0.0006965385,0.000239742,0.0003143724,0.06663045],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8205619,"threshold_uncertainty_score":0.9978126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008294560280278597,"score_gpt":0.2962482288920406,"score_spread":0.287953668611762,"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."}}