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Bibliographic record
Abstract
microsoft contact microsoft contact number microsoft customer care calls microsoft customer care contact microsoft customer care contact number microsoft customer care help microsoft customer care help desk microsoft customer care help desk number microsoft customer care help number microsoft customer care helpline microsoft customer care helpline number microsoft customer care number microsoft customer care number for usa microsoft customer care phone microsoft customer care phone number microsoft customer care telephone microsoft customer care telephone number microsoft customer care toll free microsoft customer care toll free number microsoft customer care toll free phone microsoft customer care toll free phone number microsoft customer care toll free telephone microsoft customer care toll free telephone number microsoft customer service microsoft customer service calls microsoft customer service contact microsoft customer service contact number microsoft customer service help microsoft customer service help desk microsoft customer service help desk number microsoft customer service help number microsoft customer service helpline microsoft customer service helpline number microsoft customer service number microsoft customer service phone microsoft customer service phone number microsoft customer service telephone microsoft customer service telephone number microsoft customer service toll free microsoft customer service toll free number microsoft customer service toll free phone microsoft customer service toll free phone number microsoft customer service toll free telephone microsoft customer service toll free telephone number microsoft customer support microsoft customer support calls microsoft customer support contact microsoft customer support contact number microsoft customer support help microsoft customer support help desk microsoft customer support help desk number microsoft customer support help number microsoft customer support helpline microsoft customer support helpline number microsoft customer support number microsoft customer support phone microsoft customer support phone number microsoft customer support telephone microsoft customer support telephone number microsoft customer support toll free microsoft customer support toll free number microsoft customer support toll free phone microsoft customer support toll free phone number microsoft customer support toll free telephone microsoft customer support toll free telephone number microsoft help microsoft help desk microsoft help desk number microsoft help number microsoft helpline microsoft helpline number microsoft helpline phone microsoft helpline phone number microsoft helpline telephone microsoft helpline telephone number microsoft issues phone number microsoft number microsoft number for usa microsoft phone microsoft phone number microsoft points microsoft points euro 2012 microsoft points game microsoft points in pound microsoft points instant microsoft points tesco 1-800 microsoft support microsoft tech support microsoft tech support calls microsoft tech support help microsoft tech support help desk microsoft tech support help desk number microsoft tech support help number microsoft tech support helpline microsoft tech support helpline number microsoft tech support number microsoft tech support phone microsoft tech support phone number microsoft tech support telephone microsoft tech support telephone number microsoft tech support toll free microsoft tech support toll free number microsoft tech support toll free phone microsoft tech support toll free phone number microsoft tech support toll free telephone microsoft tech support toll free telephone number microsoft technical issues calls microsoft technical issues contact microsoft technical issues contact number microsoft technical issues help microsoft technical issues help desk microsoft technical issues help desk number microsoft technical issues help number microsoft technical issues helpline microsoft technical issues helpline number microsoft technical issues number microsoft technical issues phone microsoft technical issues phone number microsoft technical issues telephone microsoft technical issues telephone number microsoft technical issues toll free microsoft technical issues toll free number microsoft technical issues toll free phone microsoft technical issues toll free phone number microsoft technical issues toll free telephone microsoft technical issues toll free telephone number microsoft technical problem microsoft technical problem calls microsoft technical problem contact microsoft technical problem contact number microsoft technical problem help microsoft technical problem help desk microsoft technical problem help desk number microsoft technical problem help number microsoft technical problem helpline microsoft technical problem helpline number microsoft technical problem number microsoft technical problem phone microsoft technical problem phone number microsoft technical problem telephone microsoft technical problem telephone number microsoft technical problem toll free microsoft technical problem toll free number microsoft technical problem toll free phone microsoft technical problem toll free phone number microsoft technical problem toll free telephone microsoft technical problem toll free telephone number microsoft technical support microsoft technical support calls microsoft technical support contact microsoft technical support contact number microsoft technical support help microsoft technical support help desk microsoft technical support help desk number microsoft technical support help number microsoft technical support helpline microsoft technical support helpline number microsoft technical support number microsoft technical support phone microsoft technical support phone number microsoft technical support telephone microsoft technical support telephone number microsoft technical support toll free microsoft technical support toll free number microsoft technical support toll free phone microsoft technical support toll free phone number microsoft technical support toll free telephone microsoft technical support toll free telephone number microsoft telephone microsoft telephone number microsoft toll free microsoft toll free number microsoft toll free phone microsoft toll free phone number microsoft toll free telephone microsoft toll free telephone number number for microsoft number for microsoft support 1800 number for microsoft support 1-800-microsoft phone number 800 number for microsof tech support 800 number for microsoft 800 number for microsoft office 800 number for microsoft support 800 number for microsoft tech support 800 number for microsoft windows 800 number for microsoft windows 800 number to microsoft 800 microsoft toll free number 800 number for microsoft support 800 number for microsoft technical support contact microsoft 1-800 contact microsoft 1-800 microsoft 0800 number microsoft 1 800 phone number microsoft 1 800 microsoft 1 800 number microsoft 1 800 phone number microsoft 1 800 support microsoft calls microsoft contact microsoft contact number microsoft customer care microsoft customer care calls microsoft customer care contact microsoft customer care contact number microsoft customer care help microsoft customer care help desk microsoft customer care help desk number microsoft customer care help number microsoft customer care number microsoft customer care phone microsoft customer care phone number microsoft customer care telephone microsoft customer care telephone number microsoft customer care toll free microsoft customer care toll free number microsoft customer care toll free phone microsoft customer care toll free phone number microsoft customer care toll free telephone microsoft customer care toll free telephone number microsoft customer service microsoft customer service calls microsoft customer service contact microsoft customer service contact number microsoft customer service help microsoft customer service help desk microsoft customer service help desk number microsoft customer service help number microsoft customer service helpline microsoft customer service helpline number microsoft customer service number microsoft customer service phone microsoft customer service phone number microsoft customer service telephone microsoft customer service telephone number microsoft customer service toll free microsoft customer service toll free number microsoft customer service toll free phone microsoft customer service toll free phone number microsoft customer service toll free telephone microsoft customer service toll free telephone number microsoft customer support microsoft customer support calls microsoft customer support contact microsoft customer support contact number microsoft customer support help microsoft customer support help desk microsoft customer support help desk number microsoft customer support help number microsoft customer support helpline microsoft customer support helpline number microsoft customer support number microsoft customer support phone microsoft customer support phone number microsoft customer support telephone microsoft customer support telephone number microsoft customer support toll free microsoft customer support toll free number microsoft customer support toll free phone microsoft customer support toll free phone number microsoft customer support toll free telephone microsoft customer support toll free telephone number microsoft help microsoft help desk microsoft help desk number microsoft help number microsoft helpline microsoft helpline number microsoft helpline phone microsoft helpline phone number microsoft helpline telephone microsoft helpline telephone number microsoft number microsoft 1-800 number microsoft number activation microsoft number canada microsoft numbers microsoft numbers for free microsoft 1-800 numbers toll free microsoft phone microsoft phone number microsoft 1-800 phone number microsof
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.001 |
| Insufficient payload (model declined to judge) | 0.969 | 0.962 |
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; the direct Gemma label and the distilled Codex classifier 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".