Bibliographic record
Abstract
Click to increase image sizeClick to decrease image size Additional informationNotes on contributorsSusan L. CohnMichael Lepp, PT, is in private practice, Associate Instructor of the Upledger Institute, and Clinical Instructor, Case Western Reserve University School of Dentistry, Cleveland, OH.Marie McKenzie, MS, OTR, is in private practice. She was Coordinator of Occupational Therapy at Scottish Rite Hospital at the time of this study.Heather Miller, MS, OTR/L, is currently employed by Madison County Educational Service Center, providing therapy services to the county's pre-schools. This research was completed in partial fulfillment of the requirements of an MS degree at Ohio State University.Linda Viscardis, BA, is Team Leader and Community Development Worker, Peterborough Family Enrichment Centre. She is Co-Founder of P.R.O.S.P.E.C.T.S., a support and advocacy group for families who have children with special needs.Debra Stewart, BSc, OT(C), is Occupational Therapist, Erinoak, Serving Young People with Physical Disabilities, Mississauga, ON, and Clinical Lecturer, School of Rehabilitation Science, McMaster University.Janette McDougall, MA, was Project CoordinatorKip Husted, BEd, was a parent representative on the study team.Aviva Yochman, MA, OTR, was a student in the School of Occupational Therapy, Faculty of Medicine, The Hebrew University of Jerusalem, Israel at the time of this study.Imelda Burgman, MA OTR/L BCP, completed her MA in Movement Sciences at Teachers College, Columbia University, and was an Occupational Therapist at The Shield Institute, Bronx, NY. She is currently Lecturer, Habilitation, School of Community Health, Faculty of Health Studies, Charles Sturt University, Albury, N.S.W., Australia.Barbara J. Steva, OTWL, BCP, is Occupational Therapist, University of New England Community Occupational Therapy Clinic, Saco, ME. She was Director of Occupational Therapy and Therapeutic Recreation, Franciscan Children's Hospital and Rehabilitation Center, Boston, MA, when this work was completed.Mary-Ann L. Fulks, MSc, OT(C), is Occupational Therapist, Vancouver Community Mental Health Service and Clinical Assistant Professor, School of Rehabilitation Sciences, University of British Columbia. This study was completed in partial fulfillment of a Master of Science degree.Laura Zawacki, MS, PT, PCS, currently practices Pediatric Physical Therapy in the Chicago metropolitan area.Judy T. Jennings holds a Certificate in PT and an MA in Special Education and has 25 years of experience as a PT working with children from infancy to high school.Barbara G. Sarbaugh, BS and MA in OT, has worked with children for 20 years and is on the faculty, occupational therapy program at Xavier University, Cincinnati, OH.Nicholas S. Payne, PhD, recently retired from 40 years of experience in statistics and data analysis at Proctor & Gamble, Cincinnati, OH. He was recently Research Fellow in Data Analysis, clarifying the needs of mothers and babies.At the time of this study, Marianne Kratochvil, MA, was a social worker at the Glenrose Rehabilitation Hospital, Edmonton, Alberta. She has since retired.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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; a candidate call from one teacher head, not a consensus.
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".