{"id":"W3085249641","doi":"10.1016/j.brachy.2020.06.004","title":"The ABS brachytherapy schools","year":2020,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"Bristol-Myers Squibb Foundation","keywords":"Medicine; Brachytherapy; Medical physics; Radiology; Radiation therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.002688529,0.0006005954,0.0003490514,0.001281263,0.005331059,0.004894504,0.0006945106,0.003698781,0.1284508],"category_scores_gemma":[0.005238106,0.0004885505,0.0003876681,0.0006377362,0.00321742,0.002710399,0.003982365,0.007807467,0.05641232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003904603,"about_ca_system_score_gemma":0.006353903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005714015,"about_ca_topic_score_gemma":0.01654393,"domain_scores_codex":[0.9985967,0.0002543739,0.00004673637,0.0002299221,0.0006539304,0.0002182685],"domain_scores_gemma":[0.9949061,0.0006657843,0.0002008223,0.00051194,0.00134663,0.002368853],"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":[0.0001370819,0.0001338206,0.001517765,0.00006323252,0.0000045119,0.0001646389,0.0003960841,0.00007347675,0.001529067,0.1112799,0.7731956,0.1115048],"study_design_scores_gemma":[0.000004765962,0.00001640883,0.0006155958,0.00003567558,0.000001059827,0.00006517091,0.0001143623,0.0000275334,0.0002535114,0.004952111,0.9939095,0.000004239577],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004533494,0.01028739,0.003550086,0.3336922,0.03639925,0.00006729796,0.000339651,0.0003778301,0.6107528],"genre_scores_gemma":[0.01670168,0.002689857,0.001032726,0.02267703,0.004228955,0.00003986877,0.00008242799,0.0001680749,0.9523793],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1284508,"threshold_uncertainty_score":0.4297107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01229668029335147,"score_gpt":0.2486970556243591,"score_spread":0.2364003753310077,"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."}}