{"id":"W4238965351","doi":"10.1145/3331033.3331034","title":"Editors' introduction","year":2019,"lang":"en","type":"article","venue":"ACM SIGecom Exchanges","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Library science; Computer science; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003802937,0.002400771,0.001341693,0.003860377,0.001990072,0.007545184,0.002728869,0.003839269,0.2777831],"category_scores_gemma":[0.01655398,0.0006191502,0.001160717,0.002193577,0.0007935563,0.00420539,0.002213382,0.004610198,0.2123874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001536366,"about_ca_system_score_gemma":0.002912889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001246451,"about_ca_topic_score_gemma":0.002736667,"domain_scores_codex":[0.9971687,0.0002884935,0.0002775436,0.0004473592,0.001514094,0.0003037562],"domain_scores_gemma":[0.9861602,0.002166589,0.0008125733,0.0006258451,0.007561076,0.002673709],"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":[0.000006877574,0.000006752144,0.00002118965,0.00006225819,8.369225e-7,0.000009233841,0.000008102913,0.00001148337,0.0000298491,0.0003014512,0.9885408,0.01100105],"study_design_scores_gemma":[0.000004570716,0.00001134309,0.0001229812,0.00009663409,0.000001789913,0.00002091332,0.00001888206,0.0000170982,0.00002677918,0.0003140293,0.9993607,0.000004351594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001526594,0.006350616,0.0005716645,0.04236869,0.8847181,0.0001257674,0.001227991,0.0005099436,0.06397465],"genre_scores_gemma":[0.001675438,0.01204168,0.0008998162,0.03763614,0.5214688,0.0002192487,0.001651521,0.0005651597,0.4238423],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.7222168,"threshold_uncertainty_score":0.9292771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036771861919195,"score_gpt":0.311254810937762,"score_spread":0.29088709231857,"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."}}