{"id":"W1965889343","doi":"10.1155/2014/253804","title":"Gene Expression Correlation for Cancer Diagnosis: A Pilot Study","year":2014,"lang":"en","type":"article","venue":"BioMed Research International","topic":"Cancer Mechanisms and Therapy","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Canadian Cancer Society; Cancer Research Society","keywords":"Breast cancer; PTEN; Cancer; Carcinogenesis; Metastasis; Disease; Ovarian cancer; Gene; Correlation; Biology; Cancer metastasis; Thyroid cancer; Oncology; Medicine; Bioinformatics; Cancer research; Internal medicine; Genetics; Signal transduction; PI3K/AKT/mTOR pathway","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009800516,0.00007761071,0.000122176,0.00032216,0.0001232842,0.00004011205,0.000147808,0.00003266797,0.0008843654],"category_scores_gemma":[0.0002441755,0.00006177799,0.00004045964,0.0001715493,0.00004135415,0.00006620328,0.00005499677,0.0001415677,0.00002517212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002151888,"about_ca_system_score_gemma":0.00009491143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002491611,"about_ca_topic_score_gemma":0.00007706314,"domain_scores_codex":[0.9984794,0.0000806217,0.0001723047,0.000266288,0.0007784352,0.0002229196],"domain_scores_gemma":[0.9989367,0.000197366,0.00004405131,0.0001716578,0.0005325444,0.0001176792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007761724,0.006444002,0.06648535,0.00008600081,0.0004949058,0.00001715565,0.001108496,0.00004624787,0.6678535,0.004279248,0.08334187,0.1620815],"study_design_scores_gemma":[0.02109449,0.01991359,0.08354484,0.0004756154,0.00005602225,0.00001342647,0.0005851195,0.0167978,0.2500339,0.006155387,0.6009523,0.0003775628],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9466503,0.000469882,0.03311449,0.009923916,0.004742629,0.003408056,0.0001639854,0.0001002863,0.001426483],"genre_scores_gemma":[0.9901655,0.0001279976,0.001738411,0.0001593008,0.001753854,0.003702061,0.00007952705,0.00002167164,0.002251685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5176104,"threshold_uncertainty_score":0.9683181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614809482677064,"score_gpt":0.4633209520901196,"score_spread":0.3018400038224133,"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."}}