{"id":"W7133097038","doi":"","title":"Mechanical Design of a Solar Array Drive Mechanism: The Microspace Way","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Spacecraft Design and Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Photovoltaic system; Spacecraft; Sizing; Solar mirror; Solar energy; Actuator; Solar power; Mechanical energy; Maximum power principle","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0009077,0.001241265,0.001397929,0.0005656577,0.0002480906,0.000156052,0.001368197,0.002146035,0.0009617218],"category_scores_gemma":[0.0003875323,0.001032778,0.0006157281,0.001272883,0.0002049048,0.00009985264,0.0001341912,0.002586414,0.001085329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002847623,"about_ca_system_score_gemma":0.000282846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002265425,"about_ca_topic_score_gemma":0.0001450175,"domain_scores_codex":[0.9958693,0.0002829957,0.0009149744,0.001122174,0.0006715671,0.001138956],"domain_scores_gemma":[0.9965813,0.001031951,0.0004000159,0.001536483,0.0002472298,0.0002030839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001667478,0.00008477167,0.000001472989,0.0009533906,0.001050851,0.00007150065,0.01616211,0.0009422889,0.9188907,0.0568046,0.004142446,0.0007290778],"study_design_scores_gemma":[0.0005687137,0.0005192984,0.000006603268,0.001014612,0.001115172,0.00006358761,0.01564665,0.02882714,0.9132237,0.03552693,0.002399043,0.001088505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01792695,0.01204543,0.9489222,0.006557303,0.006204773,0.003442118,0.00003364398,0.001179563,0.003687973],"genre_scores_gemma":[0.9452819,0.003439732,0.02227626,0.0001161575,0.0003548748,0.0004356271,0.00009292264,0.0006597757,0.02734274],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9273549,"threshold_uncertainty_score":0.9999515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0154006784434437,"score_gpt":0.2688180287120991,"score_spread":0.2534173502686554,"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."}}