{"id":"W1971055035","doi":"10.1155/jammc.2005.59","title":"Abstracts of Papers Presented at the 2005 Pittsburgh Conference","year":2005,"lang":"en","type":"article","venue":"Journal of Analytical Methods in Chemistry","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Institute of Standards and Technology; Ministerio de Ciencia y Tecnología; Strategic Environmental Research and Development Program; Deutsche Forschungsgemeinschaft; Vanderbilt University; Office of Research and Development; U.S. Department of Energy; U.S. Department of Defense; Boeing","keywords":"Audience measurement; Exhibition; Set (abstract data type); Computer science; Library science; Political science; History; Law; Art history","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002702824,0.0001077323,0.0003041171,0.00004014395,0.00007138457,0.00007828629,0.0003764945,0.0001079411,0.003956704],"category_scores_gemma":[0.001903931,0.00006861851,0.0001573582,0.00004597239,0.0003638141,0.0001883582,0.0000669932,0.0008336303,0.000001592593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000768901,"about_ca_system_score_gemma":0.00009164787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001911273,"about_ca_topic_score_gemma":0.00001345371,"domain_scores_codex":[0.9984291,0.0001172016,0.000806226,0.0001048488,0.0003195562,0.0002231237],"domain_scores_gemma":[0.9979272,0.001127782,0.0004969041,0.0001463861,0.0001912353,0.0001105086],"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":[0.001295913,0.001827913,0.008454539,0.001361271,0.00151773,0.0002254127,0.04703209,0.008360717,0.2969979,0.04605607,0.4220459,0.1648245],"study_design_scores_gemma":[0.0006609132,0.00003383538,0.0007564941,0.0003594073,0.0001320207,0.0001045052,0.006265826,0.002052862,0.03597721,0.002914248,0.9505247,0.000217986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4326859,0.001428697,0.000497168,0.02029157,0.0003282825,0.00007118328,0.00001033739,0.00001582453,0.544671],"genre_scores_gemma":[0.9731563,0.0001474142,0.007267887,0.0002776705,0.002606784,9.922041e-7,0.000001099207,0.0000139742,0.0165279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5404704,"threshold_uncertainty_score":0.9969538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0703047373923222,"score_gpt":0.3699803506431704,"score_spread":0.2996756132508482,"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."}}