{"id":"W6929855981","doi":"10.5281/zenodo.10430858","title":"1313e/CMasher: v1.7.2","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Focus (optics); Process (computing); Troubleshooting","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":[0.002603241,0.00446251,0.00207003,0.002105637,0.001906478,0.004673827,0.007376795,0.003668719,0.5992562],"category_scores_gemma":[0.01111358,0.004374598,0.002697774,0.001672849,0.00107573,0.00650455,0.006927119,0.005602984,0.7247604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002008759,"about_ca_system_score_gemma":0.001945364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005750413,"about_ca_topic_score_gemma":0.005147893,"domain_scores_codex":[0.9982091,0.0001881625,0.0001191873,0.0003833919,0.0007676512,0.0003324864],"domain_scores_gemma":[0.9963655,0.0006192562,0.0001695044,0.001207873,0.001117455,0.0005203041],"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":[0.0002072213,0.00003666141,0.0002513825,0.0003108396,0.00002464342,0.00003611968,0.00005585269,0.0002140236,0.001273954,0.001244033,0.9829049,0.01344041],"study_design_scores_gemma":[0.0001930463,0.00002774013,0.0007468785,0.0001205137,0.00002416306,0.0001463038,0.00003176529,0.001201841,0.01098468,0.003079306,0.9833136,0.0001301351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005142444,0.0002423836,0.02336732,0.0004650477,0.0005546945,0.0001553022,0.05720538,0.8826041,0.0348915],"genre_scores_gemma":[0.00509717,0.0002264126,0.01435693,0.0009125245,0.000145424,0.0003986133,0.07770726,0.846315,0.05484073],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5992562,"threshold_uncertainty_score":0.5716125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02768355858540085,"score_gpt":0.2464094326725135,"score_spread":0.2187258740871126,"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."}}