{"id":"W6911943660","doi":"10.5281/zenodo.13929193","title":"Operating BRITE-Constellation - A Review of Experiences","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Satellite Image Processing and Photogrammetry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Project commissioning; Earth observation satellite; Quality (philosophy); Work (physics); Space (punctuation); Phase (matter)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004063364,0.00007863935,0.0001008142,0.0001183905,0.0003096625,0.0004392533,0.0002584133,0.00002780079,0.005270348],"category_scores_gemma":[0.0001556815,0.00007938808,0.00003531646,0.0005976977,0.00006674825,0.0001947768,0.0001012892,0.000130612,0.0006598107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003230322,"about_ca_system_score_gemma":0.000002048764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003627272,"about_ca_topic_score_gemma":1.148257e-8,"domain_scores_codex":[0.9992465,0.00006674233,0.0002109653,0.0001589146,0.0001713856,0.000145459],"domain_scores_gemma":[0.9996105,0.00002245654,0.00001966777,0.0001475299,0.0001472976,0.00005257975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002234597,0.00001995016,0.000001696587,0.008723978,0.00003748796,0.000009404359,0.004536452,0.0002031344,0.01574507,0.000201888,0.05846369,0.912055],"study_design_scores_gemma":[0.00006244193,0.00004158508,0.000008660783,0.002910082,0.00001299932,0.00009201751,0.0006393071,0.0160853,0.009205409,0.00002554715,0.9707825,0.0001341129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06063086,0.218329,0.03835017,0.0003851326,0.0008270636,0.0009285334,0.0001479358,0.006890228,0.6735111],"genre_scores_gemma":[0.9905334,0.007460495,0.0007438458,0.00007341198,0.00009648067,4.119227e-8,0.0003083273,0.0006776351,0.0001063472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9299026,"threshold_uncertainty_score":0.995639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631524322643099,"score_gpt":0.2557453095087469,"score_spread":0.2294300662823159,"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."}}