{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001243447,0.000224817,0.0002280316,0.00008387943,0.0001710379,0.0003675716,0.0001010376,0.00009813462,0.0001788727],"category_scores_gemma":[0.00002928442,0.0001898901,0.00006336362,0.0001810389,0.00004087239,0.001240354,0.00001441724,0.0001436844,0.00009302872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008447123,"about_ca_system_score_gemma":0.0001531573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003142739,"about_ca_topic_score_gemma":0.00001801711,"domain_scores_codex":[0.9986952,0.00008228596,0.0004808794,0.0002473929,0.0002313403,0.0002629186],"domain_scores_gemma":[0.9993952,0.00004181627,0.0001197162,0.0002254678,0.00009164789,0.0001261832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004465061,0.0001827099,0.02107582,0.00006821283,0.00007206551,0.000002120232,0.001115881,0.02168606,0.00407673,0.9435601,0.0008040431,0.007311603],"study_design_scores_gemma":[0.002690209,0.0007430154,0.03692813,0.000191279,0.00006464613,0.00001532809,0.006833876,0.4755447,0.01507622,0.001272358,0.4592015,0.001438804],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6486351,0.00001059742,0.3417177,0.00007503036,0.000495648,0.0003217453,0.00005638624,0.0002500554,0.008437795],"genre_scores_gemma":[0.9967107,0.000003019431,0.00214496,0.00001357513,0.0001485458,0.00006334909,0.0002708749,0.00002838091,0.0006166424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9422877,"threshold_uncertainty_score":0.7743494,"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."}}