{"id":"W2787784957","doi":"10.7771/2380-176x.7084","title":"Libraries and the New Digital Frontier: Support for Communities and Classrooms","year":2015,"lang":"en","type":"article","venue":"Against the grain","topic":"Digital Games and Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University; Memorial University of Newfoundland","funders":"","keywords":"Frontier; Sociology; Geography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006300298,0.00007379494,0.0001181289,0.00001398241,0.0002303488,0.0007039215,0.0002362141,0.00003752613,0.000003920611],"category_scores_gemma":[0.0003368814,0.00003909574,0.00003930218,0.00005477011,0.001508657,0.0004732422,0.0001135933,0.000068094,0.000003267744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008573184,"about_ca_system_score_gemma":0.0001649639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000213399,"about_ca_topic_score_gemma":0.0008588095,"domain_scores_codex":[0.9994313,0.00006853925,0.00009477996,0.00006626693,0.0001432174,0.0001959396],"domain_scores_gemma":[0.9992344,0.000423702,0.00003917263,0.0001357931,0.00002653617,0.0001403667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007933081,0.00001150457,0.000982943,0.000004307745,0.00002954002,7.178315e-7,0.169149,3.889157e-7,2.539162e-7,0.2942601,0.1340506,0.4014312],"study_design_scores_gemma":[0.0006741307,0.00003317723,0.00007850803,0.000005544357,0.000007645902,7.208574e-7,0.09361627,0.00002868656,9.700923e-7,0.05940989,0.8460879,0.00005651195],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08662957,0.002971559,0.0005917618,0.04899542,0.0007477637,0.0009559527,0.00007858497,0.0001069676,0.8589224],"genre_scores_gemma":[0.8696645,0.0003391574,0.0001405523,0.00252671,0.0003137562,0.00002454384,0.00002656208,0.0000121059,0.1269521],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7830349,"threshold_uncertainty_score":0.6787932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03288096625861157,"score_gpt":0.2597446116253179,"score_spread":0.2268636453667063,"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."}}