{"id":"W4399257030","doi":"10.29173/eureka28825","title":"Student Researcher Spotlight","year":2024,"lang":"en","type":"article","venue":"Eureka","topic":"Reproductive System and Pregnancy","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mathematics education; Computer science; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003260186,0.001081272,0.001148193,0.001379098,0.00313379,0.009169267,0.001982425,0.006176656,0.4748478],"category_scores_gemma":[0.01252886,0.0004441508,0.0008706196,0.001299235,0.001101411,0.003949963,0.005384052,0.00556038,0.3507317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001678188,"about_ca_system_score_gemma":0.004331561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000993397,"about_ca_topic_score_gemma":0.002727153,"domain_scores_codex":[0.9973271,0.0005301036,0.0001089018,0.0004360177,0.001108762,0.0004890833],"domain_scores_gemma":[0.9807596,0.001083614,0.0004340109,0.0008159284,0.006309735,0.01059717],"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":[0.00002379723,0.00001378236,0.00005700977,0.00005487979,0.000001098415,0.00004366487,0.00003731162,0.000004712281,0.00006262075,0.0006952806,0.9828178,0.01618809],"study_design_scores_gemma":[0.000006344066,0.00002313523,0.00007851381,0.00005478999,0.000001273594,0.00008896882,0.0001800373,0.000009779941,0.00004185997,0.0003270005,0.9991842,0.000004265631],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001099864,0.009457618,0.001199844,0.2165588,0.4624968,0.0002236764,0.001173749,0.001766704,0.3060229],"genre_scores_gemma":[0.005510405,0.005348192,0.0005900396,0.07034022,0.07395019,0.0001324553,0.0006950907,0.0007473549,0.8426861],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5251522,"threshold_uncertainty_score":0.7490659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819768639671933,"score_gpt":0.3250340541035605,"score_spread":0.2968363677068412,"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."}}