Bibliographic record
Abstract
A BSTRACT Dr. Prakash Chand (PC) Bhatla MBBS was one of the illustrious past presidents (1975–76) of Indian Medical Association (IMA). He was a General Practitioner by vocation and a towering professional leader. He made an immense contribution to the discipline of Family Medicine – the academic discipline, medical specialty, and the knowledge domain of Family Physicians/Family Doctors within India as well as the global level. He was a brilliant human being and professional par excellence. He was probably one of the greatest leaders of the medical profession in India and a rightful successor to Dr BC Roy’s legacy. As a rare achievement, he received the Dr BC Roy National Award from the President of India twice. He received this prestigious recognition award in 1977 for socio-medical relief in India and again in 1982 for the promotion of Specialty of General Practice. He founded IMA CGP (Indian Medical College of General Practitioners), and his foundational work led to the recognition of Family Medicine as a specialty in India. Due to his efforts, Family Medicine was included in the list of recognized specialties by the National Board of Examinations (NBE) as well by the Medical Council of India (MCI). His contribution to medicine at a global level is also remarkable. He is also considered one of the founding forefathers of WONCA – World Organization of Family Doctors. He was associated with the foundation process of WONCA from the beginning (1964). The International Liaison Committee organized the first World meeting of General Practice in Montreal (Canada) in 1964 and the second meeting in Salsburg in 1966. Dr Bhatla was the convenor of the Third World Conference on General Practice in New Delhi, India, in 1968. A global representative body of Family Medicine/General Practice was launched in 1972 in Melbourne, Australia. Due to contribution to WONCA, he was elected for the first ever WONCA fellowship, the most prestigious global Family Medicine award. He was contemporary to other world leaders of Family Medicine and Primary Care such as Ian McWhinney and Barbara Starfeild. He is rightfully recognized and remembered as Father of Family Medicine. Dr Bhatla’s intellectual, professional, and administrative contribution laid down the sound background for the foundation of a Specialty body of Family Medicine in India called the Academy of Family Physicians of India. Life and work of Dr PC Bhatla continues to inspire family doctors, family physicians, general practitioners, and Family Medicine specialists across India, South Asia, and the World in the 21 st century.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.056 | 0.019 |
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".