The Battered Child Syndrome : medical, legal and social work machinery for dealing with the Battered Child Syndrome
Bibliographic record
Abstract
The focus of this thesis is to assess the existing "machinery" of the Medical, Social Work and Legal professions in the Vancouver area, as they combine their services to cope with the recently identified problem of the Battered and Abused Child Syndrome. Knowledge of this social problem is of paramount importance in the field of child protection as the greater proportion of victims are babies of three months and younger. The swiftness and destructiveness of this syndrome, which sometimes results in death to the victim, makes early detection and immediate protection of the child imperative. Therefore the three affected professions in each community must devise a definite and cooperative pattern of response to the syndrome. Each profession must shoulder a share of the responsibility as the services of all three are necessary for the ultimate goal of protection for a helpless child. A three-pronged approach involving each discipline was selected. Piles of victims were provided for examination by a local hospital and child protection agency. Information was transferred to a predesigned schedule, and tables constructed depicting injuries and other characteristics of the victims and also common parental traits within the battering families. Due to the time element and difficulty in locating actual cases that had been before the courts, examination as to legal involvement was restricted to case studies. Results of the study indicate that present machinery is adequate and that each discipline has become more adept and thorough at, handling such situations within the last few years. Definite recognition must be given to the planned establishment of a Battered Child Registry in Victoria. The Protection of Children Act is, as it stands, a proper vehicle for bringing cases of battered children before the court. Individual professionals must be aware of any subjective emotional reaction that could prevent their objective handling of such cases. This is one social problem in which rehabilitation and treatment of the family must take a subordinate position to the absolute protection of a single family member. Medical evidence in court should be focused on establishing persistence of abuse, and social work evidence should portray the existence of an unsafe environment. More follow up work must be done with the families even after permanent removal of a child, in hopes of rendering the family safe for the care of future children. The emotional impact felt by the family on the removal of such a child is yet to be documented and resultant behavior noted. Care must be taken by Child Welfare authorities to follow the emotional development of the victims, documenting the resultant adult personality type and any treatment found necessary during the formative years and its degree of success.
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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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.000 |
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 source (direct Gemma or distilled Codex), 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".