{"id":"W2141776539","doi":"10.24908/pceea.v0i0.3645","title":"PRELIMINARY EXPERIENCE FROM THE T-SAT PROJECT","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Spacecraft Design and Technology","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Engineering management; Test (biology); Satellite; Computer science; Engineering; Mathematics education; Medical education; Psychology; Aerospace engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.006740043,0.0008582449,0.0004652177,0.0009133004,0.005363451,0.004265886,0.001522253,0.001890344,0.01398271],"category_scores_gemma":[0.01193929,0.0004825076,0.0005094798,0.00183047,0.002760643,0.002544602,0.004313424,0.0022371,0.0046398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001820637,"about_ca_system_score_gemma":0.003861947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01406209,"about_ca_topic_score_gemma":0.03263652,"domain_scores_codex":[0.9950804,0.002463574,0.0002035638,0.0005038098,0.001010002,0.0007387403],"domain_scores_gemma":[0.9924638,0.002041361,0.000186302,0.0005580306,0.002141438,0.002609016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002231257,0.006981904,0.04720735,0.001387885,0.0001141311,0.006874593,0.3116677,0.006086107,0.01381841,0.02008578,0.09000701,0.4935379],"study_design_scores_gemma":[0.0002672865,0.004752243,0.02570665,0.0005325489,0.00006977275,0.003579168,0.1526236,0.004085524,0.00859417,0.005939316,0.7936614,0.0001882866],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8207672,0.002465821,0.01675052,0.004627054,0.0003210826,0.0005389468,0.001012599,0.0005549302,0.1529619],"genre_scores_gemma":[0.8960785,0.003586327,0.02402851,0.001396179,0.0001348925,0.0003407033,0.002352477,0.000567114,0.07151515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01406209,"threshold_uncertainty_score":0.04677683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01286134437844272,"score_gpt":0.1901829666663012,"score_spread":0.1773216222878584,"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."}}