{"id":"W4287942154","doi":"","title":"Gene Expression Profiling Tests for Early-Stage Invasive Breast Cancer: A Health Technology Assessment.","year":2020,"lang":"en","type":"article","venue":"PubMed","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Grading (engineering); Breast cancer; Oncology; Risk assessment; Health care; Disease; Internal medicine; Stage (stratigraphy); Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07572185,0.001386423,0.006464102,0.01499057,0.0005107805,0.004325777,0.002467717,0.004187798,0.005327056],"category_scores_gemma":[0.2386898,0.0009377848,0.01295609,0.009569467,0.001370325,0.003645015,0.002750873,0.003786216,0.0006666925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009518165,"about_ca_system_score_gemma":0.01188293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006027134,"about_ca_topic_score_gemma":0.007643027,"domain_scores_codex":[0.8846809,0.06986362,0.01746486,0.003240121,0.02399756,0.0007529208],"domain_scores_gemma":[0.7456007,0.1911607,0.03428177,0.003173399,0.02458717,0.001196402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001685493,0.000102636,0.005029187,0.4654541,0.02219154,0.00008663262,0.0002664545,0.00134883,0.0003004029,0.00515379,0.01320866,0.4851723],"study_design_scores_gemma":[0.002492866,0.00209313,0.01837944,0.7907541,0.08163335,0.0006007252,0.0003010465,0.00253017,0.0008537326,0.009948426,0.09017667,0.0002362343],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009013484,0.9839516,0.002458633,0.007201592,0.0006361632,0.001465946,0.001454782,0.00003748374,0.001892539],"genre_scores_gemma":[0.0736751,0.8614316,0.03479928,0.01481072,0.001984454,0.01034105,0.00210816,0.00004646055,0.0008031867],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07572185,"threshold_uncertainty_score":0.4004602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03294003398633119,"score_gpt":0.3013387861593411,"score_spread":0.2683987521730099,"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."}}