{"id":"W4392972998","doi":"10.26443/mjgh.v11i1.1333","title":"Evidence for employing post-secondary educated youth as research assistants in global health disability research","year":2022,"lang":"en","type":"article","venue":"McGill Journal of Global Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Participatory action research; Citizen journalism; Medical education; Public relations; Qualitative research; Perspective (graphical); Psychology; Community-based participatory research; Sociology; Pedagogy; Political science; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.06842583,0.0004691203,0.001664293,0.0004101072,0.01055549,0.00005406821,0.001994014,0.0003119871,0.0006574992],"category_scores_gemma":[0.006915933,0.0004574436,0.0003024,0.0054647,0.000530633,0.000625956,0.001383778,0.006488604,0.00008471021],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.06746067,"about_ca_system_score_gemma":0.03749862,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08640715,"about_ca_topic_score_gemma":0.03288714,"domain_scores_codex":[0.9620906,0.02248053,0.004646632,0.001118958,0.004521373,0.00514195],"domain_scores_gemma":[0.9865093,0.004622331,0.00198659,0.001068876,0.00345758,0.002355297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0208918,0.003858951,0.6017894,0.006314596,0.0001353282,0.0001805216,0.01469655,0.0002373966,0.000009247085,0.02461151,0.15748,0.1697947],"study_design_scores_gemma":[0.007630329,0.02010105,0.5386642,0.01133338,0.00002572368,0.0003443953,0.2586403,0.00006234686,0.00000246724,0.03841737,0.1240144,0.0007640333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8822331,0.01780852,0.00001479788,0.08280633,0.004044954,0.005639054,0.004560665,0.00008755986,0.00280502],"genre_scores_gemma":[0.9861358,0.001651026,0.0009635472,0.01005305,0.0005973807,0.0002779647,0.00006616824,0.00006218432,0.0001929315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2439437,"threshold_uncertainty_score":0.9997877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4597919577166827,"score_gpt":0.6439819075054328,"score_spread":0.1841899497887501,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}