{"id":"W2073649884","doi":"10.1093/astrog/44.1.1.6","title":"The RAS thesis prize-winners","year":2003,"lang":"en","type":"article","venue":"Astronomy & Geophysics","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Mount Allison University","keywords":"History","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002241196,0.001190223,0.00141376,0.001708468,0.002074317,0.00903043,0.001196184,0.00355814,0.07761568],"category_scores_gemma":[0.004084738,0.0002802612,0.001172362,0.001067399,0.000584071,0.001478006,0.003206346,0.002662605,0.07172617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002609594,"about_ca_system_score_gemma":0.002706358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001930199,"about_ca_topic_score_gemma":0.004336531,"domain_scores_codex":[0.9981766,0.0001608473,0.00005922341,0.0002200862,0.0009437317,0.0004394783],"domain_scores_gemma":[0.9962143,0.0001114131,0.0001038839,0.0001587237,0.00133727,0.002074357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001431744,0.00004619984,0.0002448602,0.00007531433,0.00001919723,0.00006717128,0.00002552064,0.0001455706,0.0003099009,0.008693439,0.9580365,0.03219317],"study_design_scores_gemma":[0.00003346836,0.00005814002,0.001862198,0.00006484051,0.00001611052,0.00007568799,0.0001002504,0.0003326038,0.0003117439,0.003624324,0.9935044,0.00001624424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01345712,0.02918029,0.002278604,0.140696,0.3236504,0.0002879947,0.003792335,0.000800044,0.4858572],"genre_scores_gemma":[0.03320578,0.006627479,0.00086862,0.004239693,0.02657628,0.0001298004,0.001255259,0.0003568362,0.9267402],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07761568,"threshold_uncertainty_score":0.2596503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004969754724276883,"score_gpt":0.1821977501052442,"score_spread":0.1772279953809674,"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."}}