{"id":"W4403760947","doi":"10.1016/j.brachy.2024.08.096","title":"PPP04 Presentation Time: 10:57 AM","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cancer Care Ontario; Centre Hospitalier de l’Université de Montréal; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Presentation (obstetrics); 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":["insufficient_payload"],"category_scores_codex":[0.00007073658,0.0001106211,0.0001807434,0.00006349883,0.00003336869,0.00005387461,0.00002883763,0.00006134026,0.003149157],"category_scores_gemma":[0.000008341008,0.00008052873,0.0001078177,0.0001494492,0.00002411037,0.00009907631,0.000006932358,0.00009649526,0.001446159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009267048,"about_ca_system_score_gemma":0.00007796343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001630483,"about_ca_topic_score_gemma":0.000001541619,"domain_scores_codex":[0.9993025,0.00001890367,0.0001420502,0.0002253655,0.0001628918,0.0001482752],"domain_scores_gemma":[0.9996324,0.00006266112,0.0000207652,0.0001726953,0.00003604047,0.00007547758],"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":[0.0009604199,0.0006399207,0.006624028,0.0002431032,0.0008566641,0.0005389487,0.001073909,0.00001603188,0.01087498,0.001620418,0.3312617,0.6452899],"study_design_scores_gemma":[0.006978634,0.001931693,0.04456107,0.0004950115,0.0002678279,0.0001393448,0.00004721122,0.002190764,0.02862363,0.001601175,0.9128668,0.0002968764],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8803035,0.05184721,0.000260535,0.02080567,0.00103824,0.002155896,0.00005195121,0.0007529695,0.04278401],"genre_scores_gemma":[0.9176214,0.005000986,0.0007152979,0.00213085,0.00094525,0.000502265,0.0002475855,0.00007568839,0.07276065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6449931,"threshold_uncertainty_score":0.9993314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01546291644033927,"score_gpt":0.3169290261466232,"score_spread":0.301466109706284,"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."}}