{"id":"W89970413","doi":"","title":"Physical vs Virtual Astronomy Libraries --- Discussion","year":2003,"lang":"en","type":"article","venue":"USENIX Large Installation Systems Administration Conference","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Space (punctuation); Session (web analytics); Library science; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.05485914,0.0008758081,0.0009243762,0.002199991,0.02128713,0.02619857,0.00713153,0.02364945,0.1384912],"category_scores_gemma":[0.06100705,0.0006241606,0.002053387,0.003176118,0.006831421,0.04968153,0.02406272,0.02008443,0.01718521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01780208,"about_ca_system_score_gemma":0.01252107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006028597,"about_ca_topic_score_gemma":0.005106963,"domain_scores_codex":[0.968375,0.01539004,0.001257892,0.003111428,0.006100516,0.005765083],"domain_scores_gemma":[0.9331744,0.03782976,0.001545659,0.002360785,0.01103737,0.01405198],"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":[0.0002820103,0.0001756628,0.00135792,0.0008815853,0.00002463229,0.0003587295,0.01142693,0.0001040948,0.0003361449,0.1046573,0.8442877,0.0361072],"study_design_scores_gemma":[0.00005165898,0.0000443934,0.0008653867,0.0007717992,0.000010632,0.00006323695,0.0311198,0.00007816075,0.0001691815,0.007305901,0.9594895,0.00003035395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004167951,0.00377952,0.00117283,0.9071797,0.02250175,0.0003296551,0.0004710227,0.0001523783,0.06024523],"genre_scores_gemma":[0.08251594,0.003613073,0.001858872,0.8101809,0.01540153,0.001592515,0.0006089945,0.0005032645,0.08372482],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1384912,"threshold_uncertainty_score":0.4632992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897739549150541,"score_gpt":0.2310006538742603,"score_spread":0.2120232583827549,"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."}}