{"id":"W3174267964","doi":"10.1016/j.brachy.2021.05.051","title":"PHSOR10 Presentation Time: 10:45 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":"University of Calgary","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001539544,0.00175899,0.001567622,0.001594246,0.003263157,0.009068404,0.001957432,0.005363337,0.943718],"category_scores_gemma":[0.004914128,0.0007346985,0.00198418,0.0009557934,0.0007075112,0.001702939,0.004904203,0.003581613,0.853521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001893492,"about_ca_system_score_gemma":0.001459179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003001437,"about_ca_topic_score_gemma":0.006957355,"domain_scores_codex":[0.9990657,0.0001187385,0.00002203918,0.0001379227,0.0003257507,0.0003299283],"domain_scores_gemma":[0.9971601,0.0003560229,0.00007037514,0.0001746409,0.001088898,0.001150032],"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":[0.0004341638,0.00008511198,0.0001124685,0.0001286635,0.0000100585,0.0001035729,0.00005134747,0.00006711743,0.00054725,0.001598399,0.9776078,0.01925401],"study_design_scores_gemma":[0.0001451507,0.0001729405,0.001228492,0.0002415897,0.00001358182,0.00006813557,0.0001530373,0.0002640744,0.0005732146,0.001674038,0.9954417,0.00002399586],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001636968,0.0004730532,0.0008905074,0.004509129,0.01582154,0.0005530211,0.005965285,0.003619207,0.9665313],"genre_scores_gemma":[0.004305523,0.0001829067,0.0001980855,0.0006144486,0.001777731,0.0001112852,0.001084491,0.0009837664,0.9907417],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05628204,"threshold_uncertainty_score":0.08027941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03503447696178486,"score_gpt":0.2275502714212851,"score_spread":0.1925157944595003,"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."}}