{"id":"W4411203491","doi":"10.1371/journal.pgph.0004762","title":"Global health is in crisis: How can Canada contribute?","year":2025,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Simon Fraser University; Centre for Global Health Research; McGill University Health Centre","funders":"","keywords":"Political science; Environmental 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001549632,0.0003996659,0.00138344,0.0001637158,0.0002945071,0.00009018077,0.0002919285,0.0002077967,0.00005752589],"category_scores_gemma":[0.0009177788,0.0003868222,0.0001312383,0.002803524,0.00006041574,0.0001615442,0.0001094871,0.0004116608,0.00001007916],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01812658,"about_ca_system_score_gemma":0.08614825,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8940955,"about_ca_topic_score_gemma":0.927488,"domain_scores_codex":[0.9936724,0.0004298527,0.001093688,0.0007801881,0.001033828,0.002989986],"domain_scores_gemma":[0.9953223,0.00008398647,0.0002969579,0.0006954615,0.0004131759,0.003188046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008025521,0.0003562499,0.2290746,0.0008369606,0.00007038538,0.00007656034,0.00005628241,8.106028e-7,6.506151e-8,0.009114287,0.7468552,0.01347839],"study_design_scores_gemma":[0.00357009,0.000356582,0.3541898,0.0005904856,0.00001856446,0.00007696212,0.00163875,0.0002634333,0.000001138152,0.001238838,0.6377294,0.0003259347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06320091,0.007799916,0.0001801304,0.9183471,0.00113907,0.001414868,0.002376989,0.0001656984,0.005375301],"genre_scores_gemma":[0.6689345,0.000493439,0.0001312223,0.3299512,0.0001058999,0.0000411485,0.0001768151,0.000009335529,0.00015652],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6057335,"threshold_uncertainty_score":0.9998584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02383985802088789,"score_gpt":0.321385294982993,"score_spread":0.2975454369621051,"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."}}