{"id":"W4403328275","doi":"10.1055/s-0044-1790830","title":"Brain imaging screening (BIS) in metastatic breast cancer (MBC): patients’ and physicians’ perspectives","year":2024,"lang":"de","type":"article","venue":"Geburtshilfe und Frauenheilkunde","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Metastatic breast cancer; Medicine; Cancer; Oncology; Breast cancer; Medical physics; Internal medicine; Radiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007190707,0.0009120071,0.001117529,0.0007548672,0.0002912877,0.0005304822,0.0002206259,0.0001419864,0.0006615377],"category_scores_gemma":[0.0001255042,0.000834309,0.0003671582,0.00115236,0.0005235949,0.0006365529,0.000222546,0.0009632122,0.0001365349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007649998,"about_ca_system_score_gemma":0.0004096029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003010998,"about_ca_topic_score_gemma":0.0003387818,"domain_scores_codex":[0.9951009,0.0003971288,0.0008359953,0.001606075,0.0007735307,0.001286332],"domain_scores_gemma":[0.9979087,0.0007139443,0.000196573,0.0005756838,0.0001881228,0.0004169355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007572469,0.00329567,0.1829968,0.002460825,0.009855843,0.003336733,0.02584977,0.0003437644,0.0003340515,0.01043999,0.01907314,0.7412562],"study_design_scores_gemma":[0.02214286,0.001331884,0.671111,0.01643492,0.016972,0.0001858072,0.03573385,0.02682098,0.0002566811,0.004281527,0.2007721,0.003956289],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2362271,0.7136958,0.002482693,0.04015745,0.002255092,0.001945756,0.002037676,0.0002851542,0.0009132525],"genre_scores_gemma":[0.9833006,0.00931549,0.001921669,0.002603777,0.001323809,0.0001558326,0.0002809222,0.0002242492,0.0008736976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7470735,"threshold_uncertainty_score":0.9994107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417585652187984,"score_gpt":0.2987532803736926,"score_spread":0.2845774238518127,"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."}}