{"id":"W6939582200","doi":"10.6084/m9.figshare.14247583","title":"Additional file 1 of Risk factors for breast cancer development by tumor characteristics among women with benign breast disease","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Breast cancer; Logistic regression; Breast disease; Conditional logistic regression; Imputation (statistics); Medical diagnosis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001606176,0.0009101744,0.001053973,0.001792213,0.0007303221,0.001051425,0.001697256,0.001011592,0.8011545],"category_scores_gemma":[0.0231627,0.0005000476,0.00083627,0.003698955,0.0001437216,0.001195895,0.000781895,0.0008646609,0.1098828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008365589,"about_ca_system_score_gemma":0.001363067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067816,"about_ca_topic_score_gemma":0.01375565,"domain_scores_codex":[0.9992224,0.0001804464,0.0001469822,0.0002036909,0.0001341158,0.0001122918],"domain_scores_gemma":[0.9850602,0.01006844,0.001413778,0.001305363,0.001752275,0.0004000771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002905452,0.0001355403,0.01087787,0.00130169,0.00008499878,0.00006193762,0.00005935863,0.0003641205,0.00007362924,0.0004988238,0.9757101,0.01054133],"study_design_scores_gemma":[0.007367168,0.000637421,0.2342839,0.005865264,0.0004893097,0.001427062,0.0009485842,0.006764843,0.0009969218,0.0112205,0.7297689,0.000230059],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004056529,0.00001514889,0.0002952298,0.00006796505,0.00001633995,0.00009034191,0.9982685,0.0001142741,0.0007264637],"genre_scores_gemma":[0.01487202,0.0001460862,0.004045203,0.0005267578,0.0001218481,0.002812449,0.9669154,0.0005200079,0.01004009],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.8011545,"threshold_uncertainty_score":0.2836289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009381195946673485,"score_gpt":0.1799136908176523,"score_spread":0.1705324948709789,"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."}}