{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004935415,0.001977094,0.001540643,0.003263686,0.002809474,0.00662289,0.002446978,0.007042503,0.09599963],"category_scores_gemma":[0.02517905,0.0006471429,0.001526617,0.0010993,0.001662398,0.003070635,0.001870667,0.007878093,0.05200874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002773582,"about_ca_system_score_gemma":0.005129016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002286121,"about_ca_topic_score_gemma":0.003445713,"domain_scores_codex":[0.9951224,0.0006344615,0.0004431997,0.0007914694,0.00245704,0.0005514184],"domain_scores_gemma":[0.9757667,0.003397253,0.001303957,0.0009958134,0.01514283,0.003393458],"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":[0.0000166657,0.000004129379,0.00001654495,0.0001753126,0.000003542422,0.00004461308,0.00001191703,0.00001012348,0.00003671848,0.0003451674,0.9934529,0.005882262],"study_design_scores_gemma":[0.00001267375,0.00001213396,0.0001164487,0.0003133713,0.000007235076,0.00009853634,0.00002942592,0.00001865624,0.00005841877,0.0003604803,0.998966,0.000006557219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004580939,0.004670697,0.00009345757,0.0225342,0.9648938,0.00003052017,0.0001282183,0.00008662871,0.007516671],"genre_scores_gemma":[0.001547661,0.008634859,0.000189322,0.02416059,0.9211523,0.00005440289,0.0002295794,0.0001198646,0.04391132],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.09599963,"threshold_uncertainty_score":0.3211508,"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."}}