{"id":"W7161823953","doi":"10.82308/31659","title":"Investigating regolith induced wear and dust mitigation","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Adhesion, Friction, and Surface Interactions","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Regolith; Mars Exploration Program; Planet; Spacecraft; Asteroid; Atmosphere (unit); Solar System; Space exploration; Extraterrestrial life","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":[],"consensus_categories":[],"category_scores_codex":[0.00008617121,0.0002344223,0.0002118963,0.0001511093,0.0001599626,0.00007640281,0.00006288263,0.000320521,0.0001426751],"category_scores_gemma":[0.00008780929,0.0002382469,0.00004749241,0.0001350732,0.00001279658,0.0002033957,0.000004985067,0.0003762769,0.00006926974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005800983,"about_ca_system_score_gemma":0.0000295816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001718007,"about_ca_topic_score_gemma":0.0006475293,"domain_scores_codex":[0.9991344,0.00002673424,0.0003001745,0.0002158057,0.0001519225,0.0001710302],"domain_scores_gemma":[0.9994872,0.00008027515,0.00007300907,0.0001653464,0.00008337036,0.0001107814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00005383565,0.0001685416,0.03964171,0.006859521,0.001346596,0.00001386163,0.04736467,0.009249694,0.669001,0.02700836,0.1374261,0.06186604],"study_design_scores_gemma":[0.002234986,0.0004216707,0.3228202,0.004413084,0.0008012937,0.00009679927,0.04866746,0.2153357,0.3033409,0.01132249,0.08427209,0.006273237],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9348251,0.0001057577,0.0003024726,0.00003366463,0.001292188,0.0001492916,0.000003657037,0.0004570395,0.06283078],"genre_scores_gemma":[0.9855577,0.0001255216,0.001062598,0.00003292971,0.0002322916,0.00002876197,0.0003999854,0.00007316811,0.01248703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3656602,"threshold_uncertainty_score":0.9715425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01095473592326476,"score_gpt":0.2362681362215824,"score_spread":0.2253134002983177,"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."}}