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Record W3128153664 · doi:10.4103/ijsp.ijsp_393_20

Of mice and men.....The unforgettable narrative of how social factors shape substance use, addiction, and recovery

2020· article· en· W3128153664 on OpenAlexaboutno aff
Debasish Basu

Bibliographic record

VenueIndian Journal of Social Psychiatry · 2020
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicNicotinic Acetylcholine Receptors Study
Canadian institutionsnot available
Fundersnot available
KeywordsNarrativeAddictionSubstance abusePsychologySocial isolationSociocultural evolutionBiopsychosocial modelCriminologyPsychiatryMedicineSocial psychologyPolitical scienceLawArtLiterature

Abstract

fetched live from OpenAlex

The currently predominant model to explain addiction is the brain disease model of addiction, which emphasizes drug-induced brain changes at the individual level, producing an uncontrollable, chronic relapsing disease. It tacitly de-emphasizes the complex sociocultural, contextual, and other environmental determinants of substance use and addiction. In this oration, I challenge these assumptions with a hop-and-stop tour of five countries: Canada, the USA, India, Vietnam, and Iceland. The journey covers five narratives: isolation, pain, frustration, and then the positive narrative of recovery, and finally the narrative of hope. The socially enriched rats in the “Rat Park” in a laboratory in Canada consumed much less morphine than the isolated, caged rats. People dying of opioid overdose in the worst-ever opioid epidemic in the USA might be using opioids as an escape from broadly defined “pain,” where pain is an emblem of deeper societal isolation and suffering. In Punjab, India, frustrated youths due to complex socio-political-economic reasons are falling easy prey to the profiteering drug mafia. On the positive side of the narratives, most of the Vietnam war veterans who had been using heroin heavily while in Vietnam quit after returning to the comfort of their home, family, and friends, thus providing the narrative of recovery. Finally, the Icelandic Model, a series of pro-social policy measures at the government level targeting the children, the parents, the school, and the environment in Iceland, where teenage substance abuse had been peaking alarmingly in the mid-1990s, demonstrated the preventive prowess of these measures. All in all, this journey teaches us vital lessons not to forget the social psychiatry of addiction. It also teaches us that it would be a wise investment to improve the social determinants of health, including mental health and addiction.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.212
Threshold uncertainty score0.427

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.013
GPT teacher head0.242
Teacher spread0.229 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2020
Admission routes1
Has abstractyes

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