{"id":"W4414656377","doi":"10.1007/s43678-025-01003-3","title":"Five strategies for inclusion in academic publishing","year":2025,"lang":"en","type":"editorial","venue":"Canadian Journal of Emergency Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; Public Health Ontario; McMaster University; University of Toronto","funders":"","keywords":"Inclusion (mineral); Publishing; MEDLINE; Academic medicine; Inclusion–exclusion principle","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.1282763,0.005754645,0.00676118,0.02109022,0.02575958,0.07702474,0.01252194,0.07627439,0.01989159],"category_scores_gemma":[0.3813249,0.004053195,0.006373933,0.01002602,0.01861554,0.02074193,0.01076932,0.05387383,0.008764912],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02402174,"about_ca_system_score_gemma":0.05177548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01094554,"about_ca_topic_score_gemma":0.04431203,"domain_scores_codex":[0.8358617,0.02938126,0.02934932,0.007058861,0.08756445,0.01078447],"domain_scores_gemma":[0.4409275,0.1991928,0.02140945,0.01307461,0.2581589,0.0672368],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003977508,0.00002314409,0.00008544189,0.0003893338,0.00003470763,0.00009918193,0.0001099807,0.00002357991,0.00002460433,0.001464877,0.9900118,0.007693633],"study_design_scores_gemma":[0.0001823447,0.0000512804,0.0007276608,0.002572286,0.0001701243,0.0001993254,0.0007844618,0.0003154571,0.0001302414,0.005541921,0.9892074,0.0001175431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007220597,0.002664732,0.0002048291,0.1426034,0.8516931,0.00007167488,0.00003086328,0.00007163921,0.002587617],"genre_scores_gemma":[0.001314355,0.002942811,0.0006809182,0.07258236,0.9142179,0.0001940507,0.00004155906,0.0001200141,0.007905964],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9874781,"threshold_uncertainty_score":0.6783982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07869389738870489,"score_gpt":0.3900702477401778,"score_spread":0.3113763503514729,"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."}}