{"id":"W4404452346","doi":"10.1016/j.ctrv.2024.102860","title":"Expert consensus on the prevention of brain metastases in patients with HER2-positive breast cancer","year":2024,"lang":"en","type":"review","venue":"Cancer Treatment Reviews","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"Seagen","keywords":"Medicine; Breast cancer; Oncology; Internal medicine; Cancer","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":[0.0003173904,0.0009004856,0.0035047,0.0002047492,0.00005203345,0.00002328146,0.0001189558,0.000130907,0.0005697872],"category_scores_gemma":[0.00002195405,0.0003624962,0.001084949,0.0006031284,0.0001312128,0.00002693511,0.00003395747,0.0002522058,0.00006316777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001618822,"about_ca_system_score_gemma":0.0007099436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009885662,"about_ca_topic_score_gemma":0.0003521502,"domain_scores_codex":[0.9967244,0.0008047048,0.001023034,0.0007520012,0.0003510538,0.0003447583],"domain_scores_gemma":[0.9980537,0.0002989439,0.0006874177,0.0007459453,0.00008683345,0.0001271011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001877895,0.001485298,0.0001872975,0.007744433,0.002816316,0.0000640392,0.00009814573,7.484881e-7,6.250232e-8,0.00006565198,0.007535037,0.9798152],"study_design_scores_gemma":[0.001779708,0.001628669,0.0002904868,0.1167148,0.01089332,0.00002520671,0.00001755493,4.757404e-7,0.000005261715,0.000005071277,0.8683693,0.0002701527],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00016972,0.986426,0.0000011064,0.00138346,0.0001841808,0.008648589,0.002960107,0.00001963191,0.000207222],"genre_scores_gemma":[0.000070768,0.9904279,0.0001112816,0.0003201153,0.0001349099,0.00705564,0.0007501328,0.00009393293,0.00103532],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9795451,"threshold_uncertainty_score":0.9998827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07654962218260253,"score_gpt":0.399055322784081,"score_spread":0.3225057006014784,"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."}}