{"id":"W2796419080","doi":"10.5281/zenodo.1209993","title":"brianstock/MixSIAR 3.1.9","year":2018,"lang":"it","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Nuclear Physics and Applications","field":"Physics and Astronomy","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Computer science","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":[0.001601687,0.001442528,0.0008820431,0.002626576,0.00113998,0.005020767,0.001889715,0.001338656,0.5411829],"category_scores_gemma":[0.01037114,0.0006934736,0.0008636815,0.001279203,0.0006377195,0.003163959,0.00223413,0.002541821,0.5766225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138439,"about_ca_system_score_gemma":0.001184143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003920432,"about_ca_topic_score_gemma":0.005211192,"domain_scores_codex":[0.9984668,0.0001878628,0.00009824432,0.0003256253,0.0008260959,0.00009546872],"domain_scores_gemma":[0.9959421,0.0007991144,0.0001795044,0.0006053515,0.002004478,0.0004695485],"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":[0.00002441219,0.000004403006,0.00004017328,0.0001014452,0.000002839082,0.00002643848,0.00003127466,0.00006422519,0.0003096458,0.002917495,0.9646349,0.03184272],"study_design_scores_gemma":[0.000004964607,0.000003355808,0.00005398611,0.00002932281,0.000001831316,0.00005964343,0.00001065752,0.00007782374,0.0003241401,0.0009070344,0.9985196,0.000007522351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.001044726,0.004379759,0.06225642,0.01864735,0.06127281,0.000271849,0.02672339,0.09937049,0.7260332],"genre_scores_gemma":[0.005384645,0.001908734,0.01398863,0.003450654,0.004417106,0.0001651239,0.01218634,0.06222472,0.896274],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.5411829,"threshold_uncertainty_score":0.6544468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575474365962013,"score_gpt":0.2496604268514362,"score_spread":0.2239056831918161,"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."}}