{"id":"W7077938003","doi":"10.5281/zenodo.16953257","title":"DEPRECATED_DREAM-RNN Human Model Predictor (Rafi et al. 2024) using the Genomic API for Model Evaluation (GAME) Framework","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Scripting language; Container (type theory); Deep learning; Code (set theory); Dream; Predictive modelling; Source code","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":[0.002001663,0.0028542,0.001123744,0.0006494914,0.0006265151,0.001779344,0.00382929,0.001614442,0.107009],"category_scores_gemma":[0.00645974,0.001561013,0.002146543,0.0004382223,0.000415222,0.001875644,0.002586995,0.003216336,0.0812487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380392,"about_ca_system_score_gemma":0.001823891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01219651,"about_ca_topic_score_gemma":0.02232612,"domain_scores_codex":[0.9990884,0.0001989101,0.00004775672,0.0003166215,0.0002592466,0.00008901588],"domain_scores_gemma":[0.9989464,0.0004385906,0.00003629098,0.0002664573,0.0002406789,0.00007155765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003656862,0.0001024487,0.001821045,0.0009367184,0.0002370298,0.0001430336,0.0001372498,0.02054787,0.004599315,0.00685425,0.8987153,0.06554012],"study_design_scores_gemma":[0.0004875718,0.0003710608,0.002984625,0.0002637957,0.0001590257,0.0002680696,0.0001096652,0.4141939,0.03542633,0.02661905,0.5189075,0.0002093002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.007162528,0.0008292046,0.2173679,0.001025603,0.001135441,0.0004716807,0.1189027,0.6294622,0.02364283],"genre_scores_gemma":[0.06975409,0.000668503,0.3146964,0.002545091,0.0001807085,0.002837023,0.3387026,0.2126615,0.05795422],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.107009,"threshold_uncertainty_score":0.3579809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0666717475099159,"score_gpt":0.3013895154055049,"score_spread":0.234717767895589,"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."}}