{"id":"W2789950412","doi":"","title":"Proceedings, SPIE Astronomical Telescopes + Instrumentation 2014: Advances in Optical and Mechanical Technologies for Telescopes and Instrumentation : Montreal, Canada, June 23-27, 2014","year":2014,"lang":"en","type":"article","venue":"","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Instrumentation (computer programming); Optical telescope; Remote sensing; Telescope; Astronomy; Physics; Computer science; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002406967,0.001640644,0.001006161,0.0023998,0.002100077,0.003340675,0.001729336,0.0008144935,0.04222767],"category_scores_gemma":[0.001559667,0.0006100537,0.0005685797,0.001465886,0.00122248,0.00147437,0.001514742,0.001852912,0.01896624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007138975,"about_ca_system_score_gemma":0.01054678,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2629198,"about_ca_topic_score_gemma":0.52674,"domain_scores_codex":[0.9987606,0.00007660756,0.0000160759,0.00009395371,0.000926489,0.0001262549],"domain_scores_gemma":[0.9977949,0.00007537871,0.00003983336,0.0001338231,0.001609416,0.0003465837],"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":[0.0001579836,0.0001153873,0.002010162,0.0002084885,0.00009133334,0.0001074408,0.00009552593,0.001080616,0.01468139,0.001993642,0.8603048,0.1191534],"study_design_scores_gemma":[0.00005122598,0.00009105426,0.01853382,0.0001145303,0.0001043854,0.000377736,0.0001641109,0.006096647,0.02036155,0.002213121,0.9518121,0.00007976111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03576323,0.04548543,0.1733943,0.01895609,0.03499017,0.001199011,0.0293093,0.01517224,0.6457303],"genre_scores_gemma":[0.04506219,0.01643838,0.05210008,0.0009112792,0.00224645,0.0001365474,0.01665681,0.002755272,0.8636929],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7370802,"threshold_uncertainty_score":0.522779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004854837616269802,"score_gpt":0.2406525599150185,"score_spread":0.2357977222987487,"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."}}