{"id":"W7019892792","doi":"","title":"Intelligent decision support system-based biomarker discovery","year":2011,"lang":"en","type":"article","venue":"NPARC","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":"Decision support system; Biomarker; Biomarker discovery; Clinical decision support system; Intelligent decision support system; Decision tree","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003344844,0.0005713323,0.001104511,0.002302228,0.0007448817,0.002914756,0.001177354,0.001141788,0.02855861],"category_scores_gemma":[0.01465907,0.000326199,0.0005335309,0.001134594,0.0004178211,0.001535054,0.0007726847,0.0008481046,0.008407259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005955435,"about_ca_system_score_gemma":0.001993743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001044424,"about_ca_topic_score_gemma":0.001398235,"domain_scores_codex":[0.9978593,0.000600104,0.0002004597,0.000270438,0.0009332407,0.0001365072],"domain_scores_gemma":[0.9909427,0.002832657,0.0005142656,0.0005894197,0.004665839,0.0004552217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001931479,0.000543705,0.0187425,0.0007397798,0.0002520153,0.001360513,0.0001828019,0.01207279,0.03279107,0.004808242,0.1308783,0.7956968],"study_design_scores_gemma":[0.0008118088,0.0007038999,0.01699473,0.0003074961,0.000505603,0.001506333,0.000388676,0.726097,0.08417486,0.02333132,0.1450035,0.0001746218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2440009,0.005338178,0.5899975,0.03180323,0.009631575,0.003727081,0.008269085,0.02240393,0.08482859],"genre_scores_gemma":[0.7503831,0.001094238,0.1996369,0.00170461,0.001557208,0.0004280043,0.005606223,0.0003472993,0.03924238],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02855861,"threshold_uncertainty_score":0.09553808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03173197693962806,"score_gpt":0.2683559264682382,"score_spread":0.2366239495286102,"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."}}