{"id":"W4409906388","doi":"10.2196/57256","title":"Prognostic Disclosure in Metastatic Breast Cancer: Protocol for a Scoping Review","year":2025,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Advanced Breast Cancer Therapies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Systematic review; Protocol (science); Breast cancer; Health care; MEDLINE; Distress; Peer review; Alternative medicine; Cancer; Clinical psychology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002914554,0.0008967165,0.004682522,0.001065431,0.0001981917,0.0001152893,0.0008599866,0.0003111268,0.0004745525],"category_scores_gemma":[0.001150619,0.00063726,0.0008057246,0.003095734,0.0003287818,0.0002373658,0.0003968553,0.002055478,0.00003977848],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357922,"about_ca_system_score_gemma":0.01307346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002133633,"about_ca_topic_score_gemma":0.00006126632,"domain_scores_codex":[0.9922287,0.001406524,0.001935398,0.001419189,0.001399273,0.001610852],"domain_scores_gemma":[0.9949582,0.001685551,0.0006235566,0.001373575,0.0009988369,0.0003602308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003870431,0.0004165079,0.000026257,0.522047,0.00008917168,0.00003935425,0.00001058259,1.212621e-7,2.030973e-7,0.00003264018,0.001377865,0.4755732],"study_design_scores_gemma":[0.002377652,0.0003560351,0.000006519168,0.5085309,0.0000852678,0.00007958859,0.000003554333,8.952016e-7,7.06706e-7,0.00007584391,0.4882266,0.0002564236],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[5.870657e-10,0.4378514,0.00002694314,0.0005387731,0.000004354905,0.5611806,0.0002232543,0.00006681278,0.0001078444],"genre_scores_gemma":[5.729759e-10,0.3832027,0.0004750162,0.0001002976,0.000192396,0.6149769,0.00005317241,0.0001267638,0.0008726685],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4868487,"threshold_uncertainty_score":0.9996079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4711755678525816,"score_gpt":0.6888431434261293,"score_spread":0.2176675755735477,"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."}}