{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003958538,0.0002796419,0.0002445462,0.0001454488,0.005037053,0.001524983,0.001387802,0.00008800162,0.04809744],"category_scores_gemma":[0.0000442176,0.0003242623,0.0001504824,0.0007539355,0.0005057285,0.0002931037,0.001352939,0.0004193662,0.1053558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001093917,"about_ca_system_score_gemma":0.000009375596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005477358,"about_ca_topic_score_gemma":1.526432e-7,"domain_scores_codex":[0.9976811,0.0002311341,0.000372613,0.0006970805,0.0003749913,0.0006430975],"domain_scores_gemma":[0.9976801,0.00002116253,0.0002023676,0.0009148799,0.0008500661,0.0003314517],"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":[0.00004536408,0.0006255271,0.000005417292,0.00003047038,0.0001587025,0.0000023243,0.001444532,0.000009609061,0.006911497,0.2531836,0.4520365,0.2855464],"study_design_scores_gemma":[0.0006811664,0.0002959083,0.0002983464,0.00004619551,0.00004888916,0.00001196468,0.0004588135,0.000748085,0.0009276969,0.003499793,0.9926348,0.0003483957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0274942,0.0000668422,0.02514888,0.003224263,0.0004276321,0.001144565,0.001573226,0.0008514377,0.940069],"genre_scores_gemma":[0.9881804,0.00002351237,0.0002981042,0.0002093814,0.002605669,8.543356e-8,0.001971191,0.002229779,0.004481884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9606862,"threshold_uncertainty_score":0.999921,"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."}}