{"id":"W7115033926","doi":"","title":"Columbus Ground Systems: What Current Operator Interfaces Can Teach Us About Efficiency, Effectivity and Worker Satisfaction for Future Astronautical Exploration Missions","year":2025,"lang":"en","type":"other","venue":"elib (German Aerospace Center)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Situation awareness; Aerospace; Astronautics; Software; Workload; Space (punctuation); Work (physics); Agency (philosophy); International Space Station","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":[0.005376805,0.0005540187,0.0003568735,0.0007896387,0.0009540942,0.004758299,0.0007471777,0.001152703,0.01450141],"category_scores_gemma":[0.01455879,0.0002329008,0.0004343387,0.0009079237,0.0008681903,0.004970084,0.001212246,0.001126288,0.001587153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001559306,"about_ca_system_score_gemma":0.001289463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003201216,"about_ca_topic_score_gemma":0.005654723,"domain_scores_codex":[0.9980544,0.0009321071,0.00007809969,0.0001805997,0.0005853093,0.0001695573],"domain_scores_gemma":[0.9936857,0.003967158,0.0005953539,0.000288291,0.0008227998,0.0006406767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001973707,0.001463765,0.07555742,0.001905907,0.000129277,0.000134231,0.01750262,0.000726311,0.005530892,0.005947929,0.03643262,0.8526953],"study_design_scores_gemma":[0.0004494165,0.007002648,0.6618992,0.004796567,0.0004679859,0.000642479,0.04770772,0.009831026,0.00485614,0.02537344,0.2366187,0.00035468],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7802858,0.0238039,0.0386267,0.06241827,0.001229973,0.0003284421,0.001393666,0.002359853,0.08955336],"genre_scores_gemma":[0.9582486,0.00859274,0.01599136,0.003685161,0.0005990436,0.0002846742,0.0008169633,0.0003235705,0.01145782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01450141,"threshold_uncertainty_score":0.04851198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01250941216853187,"score_gpt":0.2953456285012106,"score_spread":0.2828362163326787,"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."}}