{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002096009,0.0000320055,0.00002992654,0.00006635051,0.00003741042,0.0000634504,0.000372465,0.00001088593,0.00001577841],"category_scores_gemma":[0.000025263,0.00002890016,0.00001508837,0.0003989104,0.000004790065,0.00007101038,0.0001445196,0.00005711545,0.0008873676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001490376,"about_ca_system_score_gemma":0.00002359162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002633752,"about_ca_topic_score_gemma":7.685431e-7,"domain_scores_codex":[0.9994958,0.000008681498,0.00004829539,0.0001056237,0.0002017312,0.0001398909],"domain_scores_gemma":[0.9996855,0.00004193162,0.000005577635,0.0001917261,0.00002574561,0.00004956117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[7.232091e-7,0.00007179692,0.006087026,0.00001996021,0.00002496445,0.00006970666,0.003233078,0.01950349,0.001565908,0.8013097,0.1601718,0.007941877],"study_design_scores_gemma":[0.0001431283,0.0000316814,0.6746984,0.00001884674,0.000001469678,0.000004981125,0.00009459019,0.06809677,0.0005444824,0.006660138,0.2495039,0.000201617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4276971,0.0007014866,0.3719588,0.07861162,0.006667462,0.0004243507,0.000003298571,0.002692963,0.1112429],"genre_scores_gemma":[0.9791776,0.00003571861,0.01009861,0.0001719758,0.0002208888,0.00001112782,0.000002524006,0.000009806179,0.01027174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7946496,"threshold_uncertainty_score":0.9998906,"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."}}