{"id":"W3173391844","doi":"10.1016/j.brachy.2021.05.065","title":"MSOR03 Presentation Time: 10:10 AM","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Presentation (obstetrics); Family medicine; 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":[0.001779851,0.001461947,0.00157638,0.002081571,0.003346879,0.01026106,0.002130779,0.005928969,0.9205227],"category_scores_gemma":[0.005589949,0.000649432,0.002006628,0.001143528,0.0007335236,0.001554604,0.003441906,0.003278511,0.8154564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002575377,"about_ca_system_score_gemma":0.002012778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003494416,"about_ca_topic_score_gemma":0.009697782,"domain_scores_codex":[0.998833,0.0001443105,0.00003604591,0.0001748718,0.0004666979,0.0003449986],"domain_scores_gemma":[0.9966377,0.0004040012,0.0001024837,0.0002214247,0.001397378,0.001236842],"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":[0.0004149135,0.00007420188,0.000091661,0.00009786394,0.00001172077,0.00008136094,0.00003492183,0.00006251459,0.0005847665,0.001720692,0.9775278,0.0192975],"study_design_scores_gemma":[0.0001128075,0.0001443378,0.001224481,0.0001940541,0.00001527661,0.00006059842,0.0001036603,0.000329607,0.0008396562,0.001755612,0.9951966,0.00002327826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001584681,0.0005516913,0.001057815,0.006882282,0.01824799,0.000414245,0.006478069,0.003878103,0.9609051],"genre_scores_gemma":[0.00418889,0.0001421176,0.0001989846,0.0005877112,0.001858883,0.00006704719,0.0008907359,0.0008309238,0.9912347],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07947731,"threshold_uncertainty_score":0.1133646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03632790831522319,"score_gpt":0.2271449001037509,"score_spread":0.1908169917885277,"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."}}