{"id":"W7067866274","doi":"","title":"NSEE8200-01.Ecological Systems: Biomes.Su15.Wood,Bryan","year":2015,"lang":"en","type":"article","venue":"Digital Commons - Hamline (Hamline University)","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biome; Nothing; Space (punctuation); Taiga; Course (navigation); Quarter (Canadian coin)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001550189,0.0002805083,0.0002791329,0.0002815696,0.0001440152,0.0001300843,0.0005539843,0.0002821541,0.00002622624],"category_scores_gemma":[0.0001606089,0.000275485,0.0001615755,0.0005714725,0.0001803827,0.00003865733,0.0003989602,0.0001757168,0.00008270302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001026204,"about_ca_system_score_gemma":0.0002341277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002274869,"about_ca_topic_score_gemma":0.00003794527,"domain_scores_codex":[0.9984171,0.0001015309,0.0002859976,0.0005644545,0.0002573293,0.0003735423],"domain_scores_gemma":[0.998474,0.00002609001,0.0001642412,0.000648534,0.0002674104,0.000419744],"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":[0.003484001,0.005030675,0.04846416,0.0001907838,0.0008968442,0.0005750188,0.0004009466,0.003810927,0.1495509,0.01889926,0.7465118,0.02218467],"study_design_scores_gemma":[0.00167395,0.0005231577,0.0009786097,0.00002091232,0.00002953461,0.00003340073,0.0008328563,0.0003391659,0.002851198,0.00005955251,0.9922484,0.0004092435],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8894048,0.001168626,0.009697622,0.001647161,0.0009554296,0.0006321971,0.0004134947,0.0002625996,0.09581808],"genre_scores_gemma":[0.9780086,0.00006834799,0.0001395322,0.0001435329,0.0002883044,0.000004090765,0.000971095,0.00002904367,0.02034746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2457366,"threshold_uncertainty_score":0.9999697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02920050617035282,"score_gpt":0.2363665146778224,"score_spread":0.2071660085074696,"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."}}