{"id":"W4253356893","doi":"10.33697/ajur.2015.018","title":"Volume 12, Issue 4","year":2015,"lang":"en","type":"paratext","venue":"American Journal of Undergraduate Research","topic":"Alexander von Humboldt Studies","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa; National Science Foundation","keywords":"Volume (thermodynamics); Computer science; Thermodynamics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003769511,0.0005157972,0.001881704,0.001270653,0.0004561834,0.00008833186,0.001212219,0.0003948792,0.002949715],"category_scores_gemma":[0.0006780891,0.0004180306,0.0003941285,0.0008334047,0.004063322,0.0001582966,0.0006211369,0.004480983,0.05290556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006104539,"about_ca_system_score_gemma":0.002112299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006376524,"about_ca_topic_score_gemma":0.00005126488,"domain_scores_codex":[0.9935522,0.00268595,0.001191145,0.0005199234,0.0006991212,0.001351666],"domain_scores_gemma":[0.9939818,0.0008577444,0.001358818,0.0006751025,0.002924202,0.0002023744],"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":[0.0004139482,0.000165249,0.0001272519,0.00005163404,0.001741563,0.000104187,0.0004477858,0.00001721832,0.0008817007,0.00006875704,0.9816024,0.01437826],"study_design_scores_gemma":[0.001113273,0.003370242,0.00006458889,0.0002612259,0.0001040885,0.0008853786,0.002057902,7.910826e-7,0.0003138184,0.0008952004,0.9905373,0.0003961962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01213713,0.2242542,0.0008244976,0.1467615,0.02499833,0.001722085,0.0005065765,0.0001062285,0.5886894],"genre_scores_gemma":[0.2291043,0.01588707,0.0001521781,0.0001577026,0.001133915,0.00001500128,0.00009320986,0.0001221682,0.7533344],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2169672,"threshold_uncertainty_score":0.9998271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07309271707269333,"score_gpt":0.3841562947983385,"score_spread":0.3110635777256451,"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."}}