{"id":"W4403761179","doi":"10.1016/j.brachy.2024.08.036","title":"MSOR2 Presentation Time: 5:05 PM","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","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":[],"category_scores_codex":[0.00008107886,0.000136973,0.0001489239,0.00007004513,0.00005742769,0.00009380145,0.0001054017,0.00003161325,0.00305187],"category_scores_gemma":[0.000001016537,0.0001175525,0.0001122688,0.0001705816,0.00003217107,0.0002864476,0.000008988397,0.0001222472,0.0001273011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002358526,"about_ca_system_score_gemma":0.00002885893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002469262,"about_ca_topic_score_gemma":2.636203e-7,"domain_scores_codex":[0.9992868,0.00003370623,0.00015547,0.0002319978,0.000119085,0.0001729601],"domain_scores_gemma":[0.9996421,0.00006633223,0.00003441064,0.0001980227,0.00002076288,0.00003837523],"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":[0.00009211512,0.0001326759,0.002472465,0.0000216993,0.0003248389,0.00001207479,0.0007822654,0.00009838148,0.08566838,0.06181216,0.05604091,0.792542],"study_design_scores_gemma":[0.00137029,0.0002181222,0.0007687273,0.00008388309,0.00002861928,0.00000989041,0.0000435171,0.01280556,0.05841581,0.05326642,0.8724275,0.0005616228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06858518,0.004289454,0.8898079,0.001367353,0.0006897968,0.001059535,0.00005084864,0.001550216,0.03259967],"genre_scores_gemma":[0.8629079,0.000379676,0.07440485,0.0008486629,0.004645781,0.0006400428,0.0002244948,0.0002848424,0.05566375],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8163866,"threshold_uncertainty_score":0.9978595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007279814720578884,"score_gpt":0.2985562723875458,"score_spread":0.2912764576669669,"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."}}