{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007838338,0.000180941,0.0002255112,0.0000387617,0.0001451717,0.00001712762,0.0001692698,0.0001084524,0.000004288548],"category_scores_gemma":[0.0000630483,0.0001641526,0.00006749666,0.0001423442,0.00006348898,0.000005597951,0.0001808411,0.00008030699,0.000001226925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000830281,"about_ca_system_score_gemma":0.0001994527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005952087,"about_ca_topic_score_gemma":0.00005821862,"domain_scores_codex":[0.998738,0.00002755282,0.000188363,0.0004923488,0.00009935824,0.0004543739],"domain_scores_gemma":[0.9993773,0.00001555571,0.0001482453,0.0002122839,0.00009382508,0.0001528215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006370802,0.000236115,0.6808921,0.0003424129,0.0004804623,0.000009237452,0.0002149521,0.00006600965,0.1916401,0.0001191307,0.005620184,0.1197422],"study_design_scores_gemma":[0.002046132,0.0001698571,0.4483474,0.00002259074,0.00003391169,0.00001160042,0.0002433281,0.000008335623,0.5447697,0.00003863622,0.004024198,0.0002843018],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597835,0.002963416,0.001641367,0.03094518,0.0002222811,0.002869777,0.001293128,0.0001256341,0.0001556983],"genre_scores_gemma":[0.9860728,0.0004635875,0.003602005,0.001152564,0.0003550926,0.008116302,0.000130042,0.00003432291,0.00007326412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3531296,"threshold_uncertainty_score":0.6693947,"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."}}