{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003137254,0.00007327349,0.0001435079,0.00009493969,0.04344071,0.00216186,0.0006835574,0.0002164609,0.001277782],"category_scores_gemma":[0.00009736064,0.00007690264,0.00003317359,0.002102057,0.0001464316,0.001071571,0.00001236861,0.001210682,0.00001779772],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006961899,"about_ca_system_score_gemma":0.01550164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9159146,"about_ca_topic_score_gemma":0.9953453,"domain_scores_codex":[0.9964301,0.002573173,0.0002471032,0.0001538341,0.0002116996,0.0003840669],"domain_scores_gemma":[0.9988801,0.0004278698,0.00007269344,0.0002458777,0.0001836071,0.0001898851],"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":[0.00001032651,0.0004085645,0.001506864,0.000008826225,0.00001377084,0.000003336201,0.4243576,0.000002930736,0.000001246916,0.020179,0.553432,0.0000755519],"study_design_scores_gemma":[0.0002401102,0.00001750499,0.0009132099,0.00002687379,0.000006754807,0.000003670486,0.05057541,0.000002755544,0.00005076504,0.01352266,0.934543,0.00009731187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03952839,0.00006838742,0.00001035158,0.01508015,0.0007323459,0.0006576254,0.00002703944,0.00003665542,0.943859],"genre_scores_gemma":[0.111176,0.002803023,0.0005546185,0.002854483,0.0006372031,0.00005975883,0.0001980174,0.000019987,0.8816969],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.381111,"threshold_uncertainty_score":0.9996352,"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."}}