{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003141728,0.001056369,0.00104772,0.001247428,0.002921045,0.008176298,0.001777187,0.005564819,0.4748368],"category_scores_gemma":[0.01183363,0.0004171106,0.0008908835,0.001039397,0.0009619784,0.003562479,0.004945697,0.005585685,0.3861222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451063,"about_ca_system_score_gemma":0.003955687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009558712,"about_ca_topic_score_gemma":0.003066334,"domain_scores_codex":[0.9974579,0.0004885311,0.0000934772,0.0004053889,0.001115387,0.0004393236],"domain_scores_gemma":[0.9821841,0.0009157506,0.0004173364,0.000760075,0.005425247,0.01029753],"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":[0.00002497049,0.00001431103,0.0000449052,0.0000427129,0.000001083333,0.00003854217,0.00003156355,0.000005230477,0.00006884299,0.000632457,0.9853558,0.01373951],"study_design_scores_gemma":[0.000006897537,0.00002431425,0.00006489627,0.00004304999,0.000001218173,0.00008121152,0.0001332563,0.00001079072,0.00005422617,0.0003128209,0.999263,0.000004268787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001148366,0.008874394,0.001657458,0.2002267,0.4220319,0.0002497495,0.001526214,0.002513409,0.3617717],"genre_scores_gemma":[0.004706823,0.003855065,0.0005844528,0.0567878,0.04747772,0.0001201449,0.0006928963,0.0007629626,0.8850121],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4748368,"threshold_uncertainty_score":0.7490815,"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."}}