{"id":"W1612873145","doi":"","title":"Physical vs Virtual Astronomy Libraries- Overview","year":2003,"lang":"en","type":"article","venue":"","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Desk; World Wide Web; Reference desk; Service (business); Quality (philosophy); Internet privacy; Library science; Computer science; Multimedia; Business; Physics","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":[0.00001672749,0.00006936079,0.00007617828,0.00001539806,0.00002131952,0.0000309512,0.00004125858,0.00001664432,0.0007310626],"category_scores_gemma":[0.000002858649,0.00006508635,0.00003460281,0.00006613518,0.00001290225,0.0003359754,0.000006457677,0.00004976229,0.0002874183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000236775,"about_ca_system_score_gemma":0.00001001626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001889264,"about_ca_topic_score_gemma":6.985936e-7,"domain_scores_codex":[0.9996867,0.000007742003,0.0000900651,0.00006661893,0.00003949433,0.000109377],"domain_scores_gemma":[0.9998519,0.00001405727,0.000007604576,0.0000812021,0.000004988398,0.00004029317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003761647,0.00005835841,0.005447369,0.00001158122,0.00004402296,2.079319e-7,0.00009162995,0.02035049,0.0008148974,0.8805538,0.005763025,0.08686089],"study_design_scores_gemma":[0.001262705,0.0002713337,0.0398623,0.0000218822,0.00003414263,0.000001029835,0.0005117803,0.1007961,0.04568047,0.003153616,0.8077418,0.0006627922],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8450062,0.00002741805,0.1098106,0.00003586443,0.0001316422,0.00007030176,0.000002792787,0.0001314062,0.04478382],"genre_scores_gemma":[0.98207,0.000003579628,0.01744075,0.00005128164,0.00005106752,0.000007807201,0.0000107684,0.0000118879,0.0003528679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8774002,"threshold_uncertainty_score":0.8004623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467071317496979,"score_gpt":0.2068462886409416,"score_spread":0.1921755754659718,"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."}}