{"id":"W6960923019","doi":"10.14288/cjne.v31i1.196448","title":"Community Co-Authorship in Academic Publishing: A Commentary","year":2021,"lang":"en","type":"article","venue":"Open Collections","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Privilege (computing); Ignorance; Academic community; Disadvantage","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0957855,0.001007843,0.002371035,0.003313934,0.03227291,0.02591693,0.0112127,0.07904105,0.005024548],"category_scores_gemma":[0.2703335,0.001004612,0.002115511,0.009472165,0.07486448,0.02176778,0.01528245,0.08420044,0.001476424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03054166,"about_ca_system_score_gemma":0.06272873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03698089,"about_ca_topic_score_gemma":0.05136824,"domain_scores_codex":[0.8578197,0.08453479,0.0100718,0.008586578,0.03087466,0.008112454],"domain_scores_gemma":[0.4295812,0.4893247,0.01467864,0.006504994,0.04414552,0.01576489],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006971534,0.00002716866,0.0002269409,0.001608864,0.00003514766,0.001690129,0.06569497,0.0001535685,0.0002023934,0.1248203,0.7907427,0.01472804],"study_design_scores_gemma":[0.00004272896,0.00002984396,0.0003171488,0.005230309,0.0000331806,0.0007118893,0.03356684,0.0002601827,0.0002808806,0.03433613,0.9250923,0.00009856875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004337225,0.006038297,0.0001796476,0.9749312,0.01620447,0.000006980563,0.000007315491,0.000008004377,0.00219049],"genre_scores_gemma":[0.04330068,0.01057872,0.0006118091,0.8825711,0.05896455,0.00008536975,0.00001356238,0.00009061392,0.003783701],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9209589,"threshold_uncertainty_score":0.5065682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1057075201328151,"score_gpt":0.4066576158705725,"score_spread":0.3009500957377573,"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."}}