{"id":"W4310691470","doi":"10.1016/j.brachy.2022.09.045","title":"GPP08  Presentation Time: 9:50 AM","year":2022,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001427836,0.002023967,0.001833109,0.001689461,0.00469903,0.008277768,0.002197049,0.008480217,0.944704],"category_scores_gemma":[0.005014368,0.001039108,0.002294114,0.0009660969,0.0009994408,0.002161491,0.00649353,0.004080081,0.8955504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001813094,"about_ca_system_score_gemma":0.001790515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003981221,"about_ca_topic_score_gemma":0.009798952,"domain_scores_codex":[0.9989226,0.0001398237,0.00002598688,0.0001400706,0.0003179808,0.0004535809],"domain_scores_gemma":[0.9967394,0.0003091704,0.00006796666,0.0001855135,0.001003381,0.001694488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004106172,0.00009788487,0.0001360653,0.00009808363,0.000008688439,0.0001682749,0.00006991254,0.00007022742,0.0005836172,0.0007845497,0.9829894,0.01458269],"study_design_scores_gemma":[0.0001797086,0.0001842076,0.001966808,0.0002903276,0.00001142988,0.0001173994,0.0002152172,0.0003086448,0.0004307129,0.001086164,0.9951788,0.0000305087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002260886,0.0003294687,0.0007698202,0.004804904,0.01343262,0.0006047075,0.004081164,0.004726206,0.9689901],"genre_scores_gemma":[0.003636585,0.0001352752,0.0001846295,0.0007054821,0.001271597,0.0001630069,0.0009088095,0.001000086,0.9919946],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.055296,"threshold_uncertainty_score":0.07887304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02753495628116542,"score_gpt":0.3194658727346356,"score_spread":0.2919309164534702,"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."}}