{"id":"W25079075","doi":"10.1371/journal.ppat.1004221","title":"The Challenges of Developing an Operational Nanosatellite","year":2008,"lang":"en","type":"article","venue":"PLoS Pathogens","topic":"Spacecraft Design and Technology","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"National Institute of General Medical Sciences; National Institutes of Health","keywords":"Payload (computing); CubeSat; Spacecraft; Aerospace; Systems engineering; Spacecraft design; Aeronautics; Computer science; Satellite; Aerospace engineering; Engineering; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002632768,0.000273907,0.0002699714,0.0003655433,0.0008772071,0.00220576,0.0009238018,0.0007290287,0.00294705],"category_scores_gemma":[0.002890462,0.0002260414,0.0002368287,0.0002260234,0.0007480733,0.002015263,0.001391055,0.0009202887,0.001521925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001158075,"about_ca_system_score_gemma":0.002168506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001183414,"about_ca_topic_score_gemma":0.002244364,"domain_scores_codex":[0.9990646,0.0001895524,0.00006041254,0.0001020342,0.000433764,0.000149727],"domain_scores_gemma":[0.9978983,0.0003217938,0.0002244781,0.0002493231,0.0009229801,0.0003830595],"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":[0.0003844827,0.0004772041,0.01144092,0.001133877,0.00006777643,0.0006482616,0.001436851,0.03651744,0.3537948,0.1384652,0.01880617,0.436827],"study_design_scores_gemma":[0.00007733978,0.001884007,0.005369108,0.0002874311,0.00005928371,0.001363947,0.002668243,0.03060158,0.1854535,0.03098107,0.7411773,0.00007715002],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4593386,0.007301923,0.4241646,0.01752924,0.001124348,0.0004843106,0.0004966674,0.001691423,0.08786899],"genre_scores_gemma":[0.6406678,0.005215744,0.3279777,0.001214959,0.0001759654,0.0004139297,0.0007051835,0.0005356372,0.02309315],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00294705,"threshold_uncertainty_score":0.01392359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04349148182322057,"score_gpt":0.2181300682656444,"score_spread":0.1746385864424239,"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."}}