{"id":"W4205209725","doi":"10.29173/aar128","title":"Editorial Introduction","year":2021,"lang":"en","type":"article","venue":"Alberta Academic Review","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Publication; Conversation; Library science; Graduate students; Graduate research; Medical education; Sociology; Psychology; Pedagogy; Political science; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001116157,0.00005881601,0.0001318298,0.00001145231,0.0002382293,0.00002277895,0.000140741,0.00009909226,0.006457089],"category_scores_gemma":[0.002238059,0.000056817,0.00005534919,0.0003215484,0.00003750783,0.00026374,0.00002715199,0.0003706997,0.0009704857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007430956,"about_ca_system_score_gemma":0.0002872112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008079075,"about_ca_topic_score_gemma":0.000161634,"domain_scores_codex":[0.9986796,0.0004153187,0.0002224367,0.0001974952,0.0003137052,0.00017147],"domain_scores_gemma":[0.9993044,0.0002222616,0.00008563133,0.0001721095,0.0001224721,0.00009315108],"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":[4.185848e-7,0.00000907739,0.00009875431,0.0000705424,0.000007038998,1.494667e-7,0.0006327223,1.438553e-7,0.00001851103,0.02291542,0.9652657,0.01098152],"study_design_scores_gemma":[0.0000361663,0.000002377328,0.0000404962,0.0001712221,0.00003676054,0.000001238192,0.0002236426,7.915124e-8,0.00001310177,0.0004014799,0.9990053,0.00006812396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0003272984,0.1384593,0.00002445866,0.4720612,0.2613418,0.0003936083,8.466279e-7,0.00004901094,0.1273424],"genre_scores_gemma":[0.001027139,0.6566956,0.00009987344,0.004511902,0.2815966,0.00004539432,0.00002031216,0.000008287305,0.05599492],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5182363,"threshold_uncertainty_score":0.9998074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04232277187951977,"score_gpt":0.3928995139023404,"score_spread":0.3505767420228206,"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."}}