{"id":"W2086890478","doi":"10.1016/j.molonc.2010.06.007","title":"Molecular diversity in ductal carcinoma <i>in situ</i> (DCIS) and early invasive breast cancer","year":2010,"lang":"en","type":"article","venue":"Molecular Oncology","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Akademiska Sjukhuset; Norges Forskningsråd; Uppsala Universitet; Cancerfonden; Kreftforeningen","keywords":"Ductal carcinoma; Breast cancer; Biology; Pathology; Cancer; In situ; Tissue microarray; Oncology; Medicine; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002834087,0.0001364957,0.0004003814,0.0007785354,0.0003170711,0.0007159925,0.0001511915,0.0002297907,0.0005973951],"category_scores_gemma":[0.0005332982,0.0001650725,0.0002146795,0.0009594195,0.0003959064,0.0004217212,0.0004949942,0.0003229204,0.000171102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002389656,"about_ca_system_score_gemma":0.0001867605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004590816,"about_ca_topic_score_gemma":0.0009728053,"domain_scores_codex":[0.9995396,0.00007055169,0.00003551475,0.0001613857,0.0001168454,0.00007607032],"domain_scores_gemma":[0.9995492,0.0001381886,0.0001389115,0.00004259105,0.00006570498,0.00006540179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004565468,0.00004114997,0.120882,0.0004067543,0.0001095103,0.0002328756,0.0007722109,0.0003877229,0.8513433,0.001225672,0.0003542199,0.0237879],"study_design_scores_gemma":[0.000007089577,0.000161088,0.9636573,0.00003912868,0.00005588033,0.0009361046,0.000538121,0.0006861546,0.02481973,0.001140755,0.007933491,0.00002514396],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912603,0.004563895,0.001513289,0.0001476068,0.000018356,0.00001925992,0.0008926099,0.00002211305,0.001562554],"genre_scores_gemma":[0.9933699,0.001928016,0.001803435,0.0001708366,0.00004531803,0.000041883,0.001788099,0.00001680278,0.0008355923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007785354,"threshold_uncertainty_score":0.001998484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009219640244107177,"score_gpt":0.255209347961227,"score_spread":0.2459897077171198,"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."}}