{"id":"W2271031828","doi":"10.29173/eureka22824","title":"Understanding Life in Academia: A Guide for Inspired Undergraduates","year":2014,"lang":"en","type":"article","venue":"Eureka","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Haven; Vocabulary; Library science; Psychology; Public relations; Sociology; Political science; Management; Computer science; Linguistics; Mathematics; Philosophy; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007779366,0.002033211,0.001502557,0.003120143,0.007176223,0.01048331,0.003286974,0.007205741,0.01459651],"category_scores_gemma":[0.01391905,0.001523957,0.0009895953,0.002405625,0.006982402,0.01528108,0.009504315,0.0152557,0.01890051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005986033,"about_ca_system_score_gemma":0.01385935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009354944,"about_ca_topic_score_gemma":0.03085994,"domain_scores_codex":[0.9943103,0.003487976,0.0004072985,0.0002937221,0.001017857,0.0004829532],"domain_scores_gemma":[0.9903116,0.003624259,0.0004297098,0.0003675639,0.002255426,0.003011395],"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":[0.00001881714,0.0002594118,0.0004346661,0.0005645304,0.000009264545,0.000707252,0.06549282,0.0001724673,0.0005679362,0.01636641,0.828335,0.08707135],"study_design_scores_gemma":[0.00001042078,0.00003623238,0.0003291296,0.0007199886,0.000002470154,0.0007286663,0.03242549,0.00006797876,0.00006746557,0.01409187,0.9514916,0.00002871279],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01314908,0.1100879,0.08845936,0.5678554,0.02009341,0.004177913,0.002772443,0.005869805,0.1875347],"genre_scores_gemma":[0.0467472,0.1143995,0.2846819,0.2251481,0.002873727,0.01175833,0.003087338,0.002403571,0.3089003],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01459651,"threshold_uncertainty_score":0.04883021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4240080273578258,"score_gpt":0.4603792218738798,"score_spread":0.03637119451605392,"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."}}