{"id":"W7068921264","doi":"","title":"UMM faculty (A1-H)","year":2015,"lang":"en","type":"article","venue":"Digital Well (University of Minnesota Morris)","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salary; Quarter (Canadian coin); File management; Division (mathematics); Higher education; Special Interest Group","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005760449,0.00008108855,0.0001101267,0.00006236637,0.00007335692,0.0000686961,0.0006867249,0.00002972194,0.0000154599],"category_scores_gemma":[0.000007882639,0.0000984496,0.00007769027,0.0003557596,0.00006196374,0.0009210658,0.0003056487,0.00005337911,0.0005218132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002639076,"about_ca_system_score_gemma":0.00007493371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007660848,"about_ca_topic_score_gemma":0.000007574537,"domain_scores_codex":[0.9993315,0.000009129672,0.00007675831,0.0002266347,0.000236519,0.0001194163],"domain_scores_gemma":[0.9992437,0.00003500866,0.0000817266,0.0003108943,0.000183173,0.0001455373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003307604,0.0006394161,0.003070807,0.00002421665,0.00008334812,0.00005145121,0.004444359,0.002878632,0.0001699673,0.6895335,0.1555263,0.1435449],"study_design_scores_gemma":[0.001435261,0.0001662883,0.01451743,0.00002007017,0.00002006789,0.00002416021,0.001651446,0.1259595,0.000157137,0.08828471,0.7671722,0.000591724],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1322472,0.00003545914,0.7255592,0.002292225,0.0001252578,0.0001553862,0.000107837,0.0001424336,0.139335],"genre_scores_gemma":[0.9876325,0.000002425303,0.009589776,0.00004396672,0.00002252198,1.788182e-7,0.00007316898,0.000004467511,0.002630952],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8553853,"threshold_uncertainty_score":0.6707027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02862819222017822,"score_gpt":0.2203933753133395,"score_spread":0.1917651830931613,"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."}}