{"id":"W6989179192","doi":"","title":"Abstracts of Papers, 89th Annual Meeting of the Virginia Academy of Science, May 25-27, 2011, University of Richmond, Richmond VA","year":2011,"lang":"en","type":"other","venue":"ODU Digital Commons (Old Dominion University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"West virginia; George (robot); Nova scotia","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007607728,0.0006854201,0.00140888,0.003617221,0.0002373014,0.00002372032,0.00386333,0.0006983101,0.0009702374],"category_scores_gemma":[0.0001815634,0.0006836667,0.0006679788,0.004004834,0.006693166,0.001035787,0.002006106,0.0007103678,0.000196819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000270799,"about_ca_system_score_gemma":0.0005935766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009887498,"about_ca_topic_score_gemma":0.0002562912,"domain_scores_codex":[0.9960494,0.0002592169,0.0007723164,0.000898188,0.001328549,0.0006923027],"domain_scores_gemma":[0.9937569,0.0003689606,0.003879105,0.001235223,0.0004307386,0.0003290531],"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":[0.004153096,0.005429727,0.08322578,0.001977905,0.003024871,0.000139204,0.006293685,0.0002748424,0.03435608,0.09506386,0.7637004,0.002360582],"study_design_scores_gemma":[0.003209142,0.0002644434,0.03167093,0.001159136,0.0006044139,0.00001078176,0.004421105,0.000004776505,0.006560508,0.00008644368,0.9510827,0.0009256122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0723394,0.0001419376,0.000003556937,0.00003979868,0.0003105764,0.0006261517,0.007473968,0.00009902834,0.9189656],"genre_scores_gemma":[0.6734542,0.0000875406,0.0001844481,0.000004732793,0.00003379797,9.456257e-8,0.00004141646,0.0002102624,0.3259835],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6011148,"threshold_uncertainty_score":0.999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01368048366030894,"score_gpt":0.2085272977578691,"score_spread":0.1948468140975601,"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."}}