{"id":"W6893948515","doi":"10.5281/zenodo.580685","title":"hammerlab/mhcflurry: Prerelease 1.0.0","year":2017,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"","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":[0.004565934,0.003907235,0.001845361,0.002345972,0.001316835,0.005644945,0.006984058,0.003397455,0.3328068],"category_scores_gemma":[0.015199,0.003299449,0.00165232,0.001660206,0.001924488,0.007795227,0.005535761,0.005004126,0.3981218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140725,"about_ca_system_score_gemma":0.001730582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004517894,"about_ca_topic_score_gemma":0.004189636,"domain_scores_codex":[0.9961408,0.0004666429,0.0002354042,0.0006615485,0.001896329,0.0005994134],"domain_scores_gemma":[0.9918269,0.001552512,0.0003304894,0.003804489,0.001776484,0.0007091143],"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":[0.0009722692,0.00008025655,0.000529621,0.000551737,0.00006280567,0.0001233707,0.0001620316,0.0008636139,0.00474756,0.004459504,0.9502677,0.03717956],"study_design_scores_gemma":[0.0005605155,0.0002041613,0.001545505,0.0004401082,0.00006797992,0.0003408068,0.0001021928,0.008501463,0.03104169,0.0134888,0.9434327,0.0002741277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002448438,0.0005357551,0.04510042,0.0006560479,0.000746184,0.0002310223,0.02803235,0.863513,0.05873682],"genre_scores_gemma":[0.03571616,0.0005308684,0.02919298,0.001197333,0.000355915,0.0006504041,0.1186978,0.6813104,0.1323482],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3328068,"threshold_uncertainty_score":0.9516701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03996279968801903,"score_gpt":0.2643782109139215,"score_spread":0.2244154112259025,"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."}}