{"id":"W7005186078","doi":"","title":"Princeton Review reports AU 'one of best' for undergraduate education, July 30, 2009","year":2009,"lang":"en","type":"other","venue":"Alfred University Research and Archives (AURA) (Alfred University)","topic":"Plant Taxonomy and Phylogenetics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nothing; Liberal arts education; Best practice; Higher education; Academic year","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00274241,0.001305494,0.001563868,0.002748496,0.001023469,0.006040097,0.001931935,0.004972743,0.08358336],"category_scores_gemma":[0.01092699,0.0009810999,0.001324612,0.004619818,0.0009293818,0.004069712,0.002318462,0.007465786,0.06822704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004232226,"about_ca_system_score_gemma":0.009556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008539085,"about_ca_topic_score_gemma":0.02089017,"domain_scores_codex":[0.9975359,0.0002424929,0.0002221571,0.0002779261,0.001483592,0.000237939],"domain_scores_gemma":[0.9954449,0.0007418025,0.000367334,0.000248295,0.002212156,0.0009855077],"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":[0.000008651209,0.000006370193,0.00001848665,0.0007179427,0.000006413882,0.00001033451,0.000005398002,0.00000737678,0.00002505501,0.0004551412,0.9734525,0.02528629],"study_design_scores_gemma":[0.00001243762,0.000008552007,0.0001329729,0.00128575,0.000008690668,0.00002396862,0.00001031842,0.000004325329,0.00001076789,0.000177866,0.9983196,0.000004798385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0001124524,0.7661908,0.0002536598,0.06093794,0.09519321,0.0001833201,0.001891003,0.0002803729,0.0749573],"genre_scores_gemma":[0.001462876,0.7173218,0.000600444,0.1024121,0.02302739,0.0002805325,0.002892297,0.0001157169,0.1518868],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08358336,"threshold_uncertainty_score":0.2796142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04004203276965927,"score_gpt":0.2433043726915824,"score_spread":0.2032623399219231,"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."}}