{"id":"W2077171818","doi":"10.1051/spica/200904019","title":"The Effectiveness of Mid/Far IR Blind, Wide Area, Spectral Surveys in Breaking the Confusion Limit","year":2009,"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 Lethbridge","funders":"","keywords":"Confusion; Limit (mathematics); Computer science; Remote sensing; Optics; Physics; Geology; Mathematics; Psychology","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":[0.0008781235,0.00006846046,0.00008563345,0.00002500831,0.00005348759,0.00002315168,0.00009867614,0.00002771538,0.00001924429],"category_scores_gemma":[0.00002864516,0.00004046064,0.00003237506,0.000132039,0.00002399189,0.00009709847,0.000009098126,0.00008565537,0.000003341553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005013604,"about_ca_system_score_gemma":0.000007335289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001253042,"about_ca_topic_score_gemma":0.000215202,"domain_scores_codex":[0.9994236,0.0001559392,0.0001734827,0.00006526338,0.0000624082,0.000119342],"domain_scores_gemma":[0.999372,0.0004561469,0.00002381374,0.0001164595,0.00001762303,0.00001395174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002032777,0.0001500169,0.4067838,0.00004624701,0.00008148715,0.000001520855,0.000458035,0.2068854,0.09317923,0.01907945,0.0001366146,0.2729949],"study_design_scores_gemma":[0.0003732202,0.00003610672,0.9570996,0.0000214403,0.000003321596,2.849074e-7,0.00007459104,0.02294324,0.01890655,0.0003849629,0.0001067098,0.00004997946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752697,0.00003000627,0.02099997,0.0001007459,0.00008403918,0.0001824624,0.000001455174,0.00002653384,0.003305059],"genre_scores_gemma":[0.9997288,0.00001997836,0.0001869065,0.00001861735,0.00001274547,0.000006055444,0.000007637374,0.0000054072,0.00001386995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5503157,"threshold_uncertainty_score":0.1649937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01367417161171941,"score_gpt":0.2196154848954953,"score_spread":0.2059413132837759,"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."}}