Bibliographic record
Abstract
https://amazonsale.io/eportfolios/1098/CircadiYin_Amazon/CircadiYin_Amazon https://amazonsale.io/eportfolios/1099/CircadiYin_Amazon_UK/CircadiYin_Amazon_UK https://amazonsale.io/eportfolios/1100/CircadiYin_Ingredients/CircadiYin_Ingredients https://amazonsale.io/eportfolios/1101/CircadiYin_Ingredients_List/CircadiYin_Ingredients_List https://amazonsale.io/eportfolios/1102/CircadiYin_UK/CircadiYin_UK https://amazonsale.io/eportfolios/1103/CircadiYin_Australia/CircadiYin_Australia https://amazonsale.io/eportfolios/1104/CircadiYin_Canada/CircadiYin_Canada https://amazonsale.io/eportfolios/1105/CircadiYin_NZ/CircadiYin_NZ https://amazonsale.io/eportfolios/1106/CircadiYin_South_Africa/CircadiYin_South_Africa https://amazonsale.io/eportfolios/1107/CircadiYin_Walmart/CircadiYin_Walmart https://amazonsale.io/eportfolios/1108/CircadiYin_Reviews_UK/CircadiYin_Reviews_UK https://amazonsale.io/eportfolios/1109/CircadiYin_Reddit_Reviews/CircadiYin_Reddit_Reviews https://amazonsale.io/eportfolios/1110/CircadiYin_Review_Australia/CircadiYin_Review_Australia https://amazonsale.io/eportfolios/1111/CircadiYin_Supplement_Ingredients/CircadiYin_Supplement_Ingredients https://amazonsale.io/eportfolios/1112/LeptoFix_Amazon/LeptoFix_Amazon https://amazonsale.io/eportfolios/1113/LeptoFix_Amazon_UK/LeptoFix_Amazon_UK https://amazonsale.io/eportfolios/1114/LeptoFix_Ingredients/LeptoFix_Ingredients https://amazonsale.io/eportfolios/1115/LeptoFix_Ingredients_List/LeptoFix_Ingredients_List https://amazonsale.io/eportfolios/1116/LeptoFix_UK/LeptoFix_UK https://amazonsale.io/eportfolios/1117/LeptoFix_Australia/LeptoFix_Australia https://amazonsale.io/eportfolios/1118/LeptoFix_Canada/LeptoFix_Canada https://amazonsale.io/eportfolios/1119/LeptoFix_NZ/LeptoFix_NZ https://amazonsale.io/eportfolios/1120/LeptoFix_South_Africa/LeptoFix_South_Africa https://amazonsale.io/eportfolios/1121/LeptoFix_Walmart/LeptoFix_Walmart https://amazonsale.io/eportfolios/1122/Silencil_Amazon/Silencil_Amazon https://amazonsale.io/eportfolios/1123/Silencil_Amazon_UK/Silencil_Amazon_UK https://amazonsale.io/eportfolios/1124/Silencil_Ingredients/Silencil_Ingredients https://amazonsale.io/eportfolios/1125/Silencil_Ingredients_List/Silencil_Ingredients_List https://amazonsale.io/eportfolios/1126/Silencil_UK/Silencil_UK https://amazonsale.io/eportfolios/1127/Silencil_Australia/Silencil_Australia https://amazonsale.io/eportfolios/1128/Silencil_Canada/Silencil_Canada https://amazonsale.io/eportfolios/1129/Silencil_NZ/Silencil_NZ https://amazonsale.io/eportfolios/1130/Silencil_South_Africa/Silencil_South_Africa https://amazonsale.io/eportfolios/1131/Silencil_Walmart/Silencil_Walmart https://amazonsale.io/eportfolios/1132/MemoSurge_Amazon/MemoSurge_Amazon https://amazonsale.io/eportfolios/1133/MemoSurge_Amazon_UK/MemoSurge_Amazon_UK https://amazonsale.io/eportfolios/1134/MemoSurge_Ingredients/MemoSurge_Ingredients https://amazonsale.io/eportfolios/1135/MemoSurge_Ingredients_List/MemoSurge_Ingredients_List https://amazonsale.io/eportfolios/1136/MemoSurge_UK/MemoSurge_UK https://amazonsale.io/eportfolios/1137/MemoSurge_Australia/MemoSurge_Australia https://amazonsale.io/eportfolios/1138/MemoSurge_Canada/MemoSurge_Canada https://amazonsale.io/eportfolios/1139/MemoSurge_NZ/MemoSurge_NZ https://amazonsale.io/eportfolios/1140/MemoSurge_South_Africa/MemoSurge_South_Africa https://amazonsale.io/eportfolios/1141/MemoSurge_Walmart/MemoSurge_Walmart https://amazonsale.io/eportfolios/1142/Memo_Surge_Ingredients/Memo_Surge_Ingredients https://amazonsale.io/eportfolios/1143/Memo_Surge_South_Africa/Memo_Surge_South_Africa https://amazonsale.io/eportfolios/1144/Memo_Surge_Supplement_Amazon/Memo_Surge_Supplement_Amazon https://amazonsale.io/eportfolios/1145/Memo_Surge_UK/Memo_Surge_UK https://amazonsale.io/eportfolios/1146/Diabacore_Amazon/Diabacore_Amazon https://amazonsale.io/eportfolios/1147/Diabacore_Amazon_UK/Diabacore_Amazon_UK https://amazonsale.io/eportfolios/1148/Diabacore_Ingredients/Diabacore_Ingredients https://amazonsale.io/eportfolios/1149/Diabacore_Ingredients_List/Diabacore_Ingredients_List https://amazonsale.io/eportfolios/1150/Diabacore_UK/Diabacore_UK https://amazonsale.io/eportfolios/1151/Diabacore_Australia/Diabacore_Australia https://amazonsale.io/eportfolios/1152/Diabacore_Canada/Diabacore_Canada https://amazonsale.io/eportfolios/1153/Diabacore_NZ/Diabacore_NZ https://amazonsale.io/eportfolios/1154/Diabacore_South_Africa/Diabacore_South_Africa https://amazonsale.io/eportfolios/1155/Diabacore_Walmart/Diabacore_Walmart https://amazonsale.io/eportfolios/1156/Flexotone_Amazon/Flexotone_Amazon https://amazonsale.io/eportfolios/1157/Flexotone_Amazon_UK/Flexotone_Amazon_UK https://amazonsale.io/eportfolios/1158/Flexotone_Ingredients/Flexotone_Ingredients https://amazonsale.io/eportfolios/1159/Flexotone_Ingredients_List/Flexotone_Ingredients_List https://amazonsale.io/eportfolios/1160/Flexotone_UK/Flexotone_UK https://amazonsale.io/eportfolios/1161/Flexotone_Australia/Flexotone_Australia https://amazonsale.io/eportfolios/1162/Flexotone_Canada/Flexotone_Canada https://amazonsale.io/eportfolios/1163/Flexotone_NZ/Flexotone_NZ https://amazonsale.io/eportfolios/1164/Flexotone_South_Africa/Flexotone_South_Africa https://amazonsale.io/eportfolios/1165/Flexotone_Walmart/Flexotone_Walmart https://amazonsale.io/eportfolios/1166/Folital_Amazon/Folital_Amazon https://amazonsale.io/eportfolios/1167/Folital_Amazon_UK/Folital_Amazon_UK https://amazonsale.io/eportfolios/1168/Folital_Ingredients/Folital_Ingredients https://amazonsale.io/eportfolios/1169/Folital_Ingredients_List/Folital_Ingredients_List https://amazonsale.io/eportfolios/1170/Folital_UK/Folital_UK https://amazonsale.io/eportfolios/1171/Folital_Australia/Folital_Australia https://amazonsale.io/eportfolios/1172/Folital_Canada/Folital_Canada https://amazonsale.io/eportfolios/1173/Folital_NZ/Folital_NZ https://amazonsale.io/eportfolios/1174/Folital_South_Africa/Folital_South_Africa https://amazonsale.io/eportfolios/1175/Folital_Walmart/Folital_Walmart https://amazonsale.io/eportfolios/1176/Floralite_Amazon/Floralite_Amazon https://amazonsale.io/eportfolios/1177/Floralite_Amazon_UK/Floralite_Amazon_UK https://amazonsale.io/eportfolios/1178/Floralite_Ingredients/Floralite_Ingredients https://amazonsale.io/eportfolios/1179/Floralite_Ingredients_List/Floralite_Ingredients_List https://amazonsale.io/eportfolios/1180/Floralite_UK/Floralite_UK https://amazonsale.io/eportfolios/1181/Floralite_Canada/Floralite_Canada https://amazonsale.io/eportfolios/1182/Floralite_NZ/Floralite_NZ https://amazonsale.io/eportfolios/1183/Floralite_South_Africa/Floralite_South_Africa https://amazonsale.io/eportfolios/1184/Floralite_Walmart/Floralite_Walmart https://amazonsale.io/eportfolios/1185/KeraGenis_Amazon/KeraGenis_Amazon https://amazonsale.io/eportfolios/1186/KeraGenis_Amazon_UK/KeraGenis_Amazon_UK https://amazonsale.io/eportfolios/1187/KeraGenis_Ingredients/KeraGenis_Ingredients https://amazonsale.io/eportfolios/1188/KeraGenis_Ingredients_List/KeraGenis_Ingredients_List https://amazonsale.io/eportfolios/1189/KeraGenis_UK/KeraGenis_UK https://amazonsale.io/eportfolios/1190/KeraGenis_Australia/KeraGenis_Australia https://amazonsale.io/eportfolios/1191/KeraGenis_Canada/KeraGenis_Canada https://amazonsale.io/eportfolios/1192/KeraGenis_NZ/KeraGenis_NZ https://amazonsale.io/eportfolios/1193/KeraGenis_South_Africa/KeraGenis_South_Africa https://amazonsale.io/eportfolios/1194/KeraGenis_Walmart/KeraGenis_Walmart https://amazonsale.io/eportfolios/1195/Exhale_PM_Amazon/Exhale_PM_Amazon https://amazonsale.io/eportfolios/1196/Exhale_PM_Amazon_UK/Exhale_PM_Amazon_UK https://amazonsale.io/eportfolios/1197/Exhale_PM_Ingredients/Exhale_PM_Ingredients https://amazonsale.io/eportfolios/1198/Exhale_PM_Ingredients_List/Exhale_PM_Ingredients_List https://amazonsale.io/eportfolios/1199/Exhale_PM_UK/Exhale_PM_UK https://amazonsale.io/eportfolios/1200/Exhale_PM_Australia/Exhale_PM_Australia https://amazonsale.io/eportfolios/1201/Exhale_PM_Canada/Exhale_PM_Canada https://amazonsale.io/eportfolios/1202/Exhale_PM_NZ/Exhale_PM_NZ https://amazonsale.io/eportfolios/1203/Exhale_PM_South_Africa/Exhale_PM_South_Africa https://amazonsale.io/eportfolios/1204/Exhale_PM_Walmart/Exhale_PM_Walmart https://amazonsale.io/eportfolios/1205/RemBalance_Amazon/RemBalance_Amazon https://amazonsale.io/eportfolios/1206/RemBalance_Amazon_UK/RemBalance_Amazon_UK https://amazonsale.io/eportfolios/1207/RemBalance_Ingredients/RemBalance_Ingredients https://amazonsale.io/eportfolios/1208/RemBalance_Ingredients_List/RemBalance_Ingredients_List https://amazonsale.io/eportfolios/1209/RemBalance_UK/RemBalance_UK https://amazonsale.io/eportfolios/1210/RemBalance_Australia/RemBalance_Australia https://amazonsale.io/eportfolios/1211/RemBalance_Canada/RemBalance_Canada https://amazonsale.io/eportfolios/1212/RemBalance_NZ/RemBalance_NZ https://amazonsale.io/eportfolios/1213/RemBalance_South_Africa/RemBalance_South_Africa https://amazonsale.io/eportfolios/1214/RemBalance_USA/RemBalance_USA https://amazonsale.io/eportfolios/1215/RemBalance_Walmart/RemBalance_Walmart https://amazonsale.io/eportfolios/1216/Golden_After_50_RemBalance_Amazon/Golden_After_50_RemBalance_Amazon https://amazonsale.io/eportfolios/1217/Golden_After_50_RemBalance_Ingredients/Golden_After_50_RemBalance_Ingredients https://amazonsale.io/eportfolios/1218/Golden_After_50_RemBalance_UK/Golden_After_50_RemBalance_UK https://amazonsale.io/eportfolios/1219/Golden_After_50_RemBalance_Australia/Golden_After_50_RemBalance_Australia https://amazonsale.io/eportfolios/1220/Golden_After_50_RemBalance_Canada/Golden_After_50_RemBalance_Canada https://amazonsale.io/eportfolios/1221/Golden_After_50_RemBalance_South_Africa/Golden_After_50_RemBalance_South_Africa https://amazonsale.io/eportfolios/1222/Golden_After_50_RemBalance_NZ/Golden_After_50_RemBalance_NZ https://amazonsale.io/eportfolios/1223/Frontline_Diabetes_Amazon/Frontline_Diabetes_Amazon https://amazonsa
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.018 | 0.043 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 0.004 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".