{"id":"W4403536808","doi":"10.1177/20499361241281136","title":"Prescribing equity: physicians as advocates for access to essential medicines. A call to action from medical graduates","year":2024,"lang":"en","type":"article","venue":"Therapeutic Advances in Infectious Disease","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"McGill University","keywords":"Call to action; Equity (law); Action (physics); Access to medicines; Business; Family medicine; Medicine; Medical education; Public relations; Nursing; Political science; Marketing; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03315695,0.000516451,0.001227167,0.001161613,0.008087175,0.01436758,0.002031048,0.05270816,0.01448289],"category_scores_gemma":[0.06136353,0.0006927906,0.0009814552,0.0007851851,0.02753604,0.01964288,0.01151805,0.04225518,0.001359899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007192269,"about_ca_system_score_gemma":0.03333131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164713,"about_ca_topic_score_gemma":0.0237128,"domain_scores_codex":[0.9888038,0.005224743,0.0003271164,0.0008004754,0.002187633,0.00265628],"domain_scores_gemma":[0.8920959,0.06539582,0.005037208,0.001939277,0.00578314,0.02974867],"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":[0.0002039956,0.0002330749,0.004893674,0.0003311465,0.0000511316,0.0009731035,0.01012377,0.0003231267,0.0005568418,0.2260676,0.6894527,0.06678986],"study_design_scores_gemma":[0.0004139104,0.000186993,0.00947924,0.002787471,0.00006919129,0.0006179732,0.02246728,0.0009387155,0.0004112937,0.387792,0.5746756,0.0001601876],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006611032,0.001076569,0.00006494512,0.9963407,0.0008082012,0.000001965468,0.000004772907,0.000002553827,0.001039097],"genre_scores_gemma":[0.07053018,0.005182362,0.0007081337,0.9076319,0.01160154,0.00003664975,0.00001423761,0.00001652829,0.004278426],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05270816,"threshold_uncertainty_score":0.1753528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07538764527644878,"score_gpt":0.4089484551516754,"score_spread":0.3335608098752266,"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."}}