{"id":"W2297001879","doi":"","title":"Attentional Commons and the Common Good: Technology and Higher Education","year":2015,"lang":"en","type":"article","venue":"Intersections Canadian Journal of Music","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Commons; Psychology; Cognitive psychology; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002107786,0.00004913396,0.00008058492,0.0002920797,0.0001492614,0.0001789137,0.0002302407,0.00003638234,0.00001929005],"category_scores_gemma":[0.00003438223,0.00003707044,0.0000351023,0.0003280496,0.0002679159,0.0003087056,0.00002799728,0.0001659173,0.000004088952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008855201,"about_ca_system_score_gemma":0.0008440112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268868,"about_ca_topic_score_gemma":0.01471383,"domain_scores_codex":[0.9995854,0.00003752037,0.0001479187,0.00006734005,0.00007225157,0.00008953367],"domain_scores_gemma":[0.9993206,0.00003614064,0.00008760396,0.0001201815,0.0001815651,0.0002538765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004087721,0.0000372556,0.01162153,0.000002633302,0.0000441251,0.000003531598,0.004785165,0.000005563057,0.000003794109,0.8906043,0.06714888,0.02573919],"study_design_scores_gemma":[0.002100548,0.0002646289,0.1243261,0.0001109655,0.00005207576,0.003764168,0.01933591,0.000438577,0.00001188245,0.2042575,0.6450558,0.0002817495],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8081365,0.001564043,0.003314139,0.1354439,0.006538221,0.0001508182,0.000005108117,0.00002621484,0.04482106],"genre_scores_gemma":[0.9968441,0.000002945197,0.0005141501,0.001262528,0.00008451364,0.000003335292,5.018188e-7,0.000002712102,0.00128518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6863467,"threshold_uncertainty_score":0.821066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0259094209686868,"score_gpt":0.2514049739461946,"score_spread":0.2254955529775078,"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."}}