{"id":"W4254922633","doi":"10.1016/j.brachy.2021.06.098","title":"PO10","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Medicine; Implant; Breast implant; Medical physics; Nuclear 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":[],"category_scores_codex":[0.0004765513,0.001162979,0.0005021794,0.001462853,0.001377797,0.004076649,0.0009026396,0.001720677,0.8889548],"category_scores_gemma":[0.001661411,0.0003045035,0.0004987467,0.0009976303,0.00082156,0.001301679,0.001747897,0.001553804,0.8316504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009568535,"about_ca_system_score_gemma":0.001439697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002497299,"about_ca_topic_score_gemma":0.004770396,"domain_scores_codex":[0.9995938,0.00004129002,0.00001773629,0.00008838393,0.0001735094,0.00008524868],"domain_scores_gemma":[0.9992884,0.00009089751,0.00003855885,0.00008869496,0.0002429078,0.0002504933],"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":[0.0001460258,0.0001222678,0.0003905017,0.000232297,0.000006305417,0.0001668123,0.00005599996,0.00008815881,0.001951045,0.01877889,0.7720578,0.2060039],"study_design_scores_gemma":[0.00001400059,0.00003397717,0.0004643867,0.00004375033,0.000001404489,0.0000907817,0.00002445184,0.0000383075,0.00028643,0.001374603,0.9976242,0.000003578388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004683,0.0002036722,0.0005069689,0.0006219156,0.000896191,0.00009273252,0.001343,0.0005015868,0.9953655],"genre_scores_gemma":[0.0009399819,0.00009041791,0.0001969096,0.0001798521,0.00007804359,0.00003257741,0.000577328,0.0001325969,0.9977723],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1110452,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01570449362921251,"score_gpt":0.2704108297539006,"score_spread":0.2547063361246881,"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."}}