{"id":"W4405287533","doi":"10.29173/eureka28808","title":"Student Researcher Spotlight","year":2023,"lang":"en","type":"article","venue":"Eureka","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002960476,0.001050174,0.001066804,0.001294394,0.003199682,0.008379256,0.001725341,0.004756308,0.4164213],"category_scores_gemma":[0.01216996,0.0004255741,0.0007211764,0.001297553,0.0008457405,0.003756837,0.004434096,0.004793044,0.3643204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00149,"about_ca_system_score_gemma":0.003334463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001138723,"about_ca_topic_score_gemma":0.003270154,"domain_scores_codex":[0.9977762,0.0004254984,0.00009357384,0.0003926849,0.0009229737,0.0003889414],"domain_scores_gemma":[0.9835312,0.0009524382,0.0003892349,0.0008115482,0.006027384,0.00828806],"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":[0.00001759537,0.000007540147,0.0000360329,0.00003675575,8.143638e-7,0.00003140799,0.00003478378,0.000003150869,0.00005467078,0.000524594,0.9896033,0.00964941],"study_design_scores_gemma":[0.000004451373,0.000014164,0.00005067966,0.00003882551,0.000001144187,0.00006705664,0.0001523651,0.00000863616,0.0000479603,0.0002098465,0.9994015,0.000003411525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001116068,0.008329222,0.001777284,0.1935447,0.4626353,0.0002012724,0.001448684,0.002779054,0.3281684],"genre_scores_gemma":[0.00508236,0.004395881,0.0005580007,0.04994528,0.05159029,0.0001119113,0.0008369304,0.001145288,0.8863342],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4164213,"threshold_uncertainty_score":0.8324042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04784977723453655,"score_gpt":0.3351853419060763,"score_spread":0.2873355646715398,"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."}}