{"id":"W4313524090","doi":"10.1186/s12905-022-02142-w","title":"Clinicopathologic characteristics of early-onset breast cancer: a comparative analysis of cases from across Ghana","year":2023,"lang":"en","type":"article","venue":"BMC Women s Health","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineers Without Borders Canada","funders":"","keywords":"Breast cancer; Medicine; Cancer; Demography; Oncology; Internal medicine; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002726872,0.0001653852,0.0007696856,0.00008861002,0.00009089991,0.000006099297,0.0001401013,0.00007220389,0.00003161499],"category_scores_gemma":[0.00003196472,0.0001472789,0.0001432964,0.0006379228,0.0001748135,0.00000283093,0.0001358267,0.0000523881,0.000005743366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008164001,"about_ca_system_score_gemma":0.000277393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00364765,"about_ca_topic_score_gemma":0.002572972,"domain_scores_codex":[0.9984947,0.0001530874,0.0004860811,0.0003546556,0.0001398341,0.0003716738],"domain_scores_gemma":[0.9988256,0.0001158914,0.0004756204,0.0003550311,0.0001266598,0.000101158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006674143,0.0001440491,0.9915176,0.0000646846,0.0009759462,0.000005215355,0.004332071,0.0000313379,0.0004494792,0.000002671783,0.0002617483,0.001547782],"study_design_scores_gemma":[0.0005288903,0.0003116812,0.9950694,0.00002645471,0.0001317185,0.000003744411,0.003037272,0.00002946521,0.0006558287,0.000006970012,0.00008757345,0.0001110317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807318,0.000557463,0.00002793914,0.0001105958,0.00009198222,0.0001522422,0.01830082,0.00001664608,0.00001050945],"genre_scores_gemma":[0.997845,0.0008525114,0.000108324,0.0001280242,0.00007762587,0.00009457891,0.0008405814,0.00001001682,0.0000433366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01746024,"threshold_uncertainty_score":0.6005861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06020690918443707,"score_gpt":0.3925449913525679,"score_spread":0.3323380821681308,"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."}}