{"id":"W4225276227","doi":"10.29173/eureka28778","title":"Student Researcher Spotlight","year":2022,"lang":"en","type":"article","venue":"Eureka","topic":"Human Health and Disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cover (algebra); Front (military); Front cover; Psychology; Mathematics education; Medical education; Engineering; Medicine; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002830449,0.00004324823,0.00008074912,0.0000608988,0.0001656821,0.000005991353,0.00007332311,0.000009933813,0.01072092],"category_scores_gemma":[0.00005640444,0.00003806398,0.00003900215,0.0001160824,0.00001662827,0.0000125759,0.00009817141,0.000245143,0.0003647017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008381357,"about_ca_system_score_gemma":0.0001772133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001607709,"about_ca_topic_score_gemma":0.000002201258,"domain_scores_codex":[0.9990594,0.00007348898,0.00009336131,0.0001281033,0.0004436242,0.0002020419],"domain_scores_gemma":[0.9994236,0.00002092836,0.00001344938,0.0002075927,0.00002474228,0.000309749],"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":[0.0007703401,0.001036945,0.2034022,0.0001520144,0.00003293175,0.001509757,0.002002538,0.000008042504,0.0002971055,0.002320654,0.7842929,0.004174514],"study_design_scores_gemma":[0.0008628861,0.0002582852,0.3096929,0.000004126429,0.00001197862,0.00001570035,0.0003489678,0.00001013931,0.0000271247,0.00008888974,0.6886374,0.00004154301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9255227,0.001136017,0.000002272527,0.008780461,0.0001683428,0.000339274,0.00001213587,0.00007429752,0.06396453],"genre_scores_gemma":[0.970007,0.00001086771,0.00003282259,0.006189154,0.0002481649,0.00006310608,0.0000209102,0.00001318251,0.02341476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1062907,"threshold_uncertainty_score":0.9901834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06833679921766053,"score_gpt":0.4189730900965807,"score_spread":0.3506362908789201,"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."}}