{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002078471,0.00009381211,0.0002575534,0.0001593303,0.00005824467,0.00001069091,0.00007641724,0.0003319748,0.00003472977],"category_scores_gemma":[0.08313408,0.00007379132,0.00004816417,0.000226235,0.00006172194,0.00005246494,0.00002362656,0.000876541,0.00003503085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003401546,"about_ca_system_score_gemma":0.001631043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005083889,"about_ca_topic_score_gemma":0.00006004909,"domain_scores_codex":[0.9982727,0.00007440819,0.0002948565,0.0001881491,0.0003831428,0.0007867805],"domain_scores_gemma":[0.9959945,0.0008127391,0.0000413014,0.000160192,0.00004422613,0.002947011],"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":[0.0007831368,0.00021027,0.03121185,0.001365481,0.0000456199,0.00004232211,0.0006800136,0.00001027062,0.002556892,0.02586846,0.9181809,0.01904473],"study_design_scores_gemma":[0.008989703,0.001264321,0.01438137,0.0007329436,0.0000286459,0.00001555392,0.0004005918,0.004609262,0.0005131086,0.01519118,0.9536701,0.0002031603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.110614,0.000960172,0.09113937,0.7447094,0.0004610719,0.002544548,0.00001148772,0.000223796,0.04933622],"genre_scores_gemma":[0.9584258,0.0002091439,0.0009779369,0.03868481,0.0003857032,0.00004050177,0.00001318403,0.00002231018,0.001240578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8478119,"threshold_uncertainty_score":0.924589,"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."}}