{"id":"W4315631794","doi":"10.15353/joci.v18i2.4806","title":"Towards a connected commonwealth","year":2022,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"ICT Impact and Policies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software deployment; Commonwealth; Broadband; Corporate governance; The Internet; Public administration; Business; General partnership; Internet access; Public relations; Political science; Telecommunications; Finance; Engineering; 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":[0.001521062,0.00007074624,0.0001498253,0.00009280838,0.0005162274,0.00002293213,0.0006970769,0.00001564367,0.00008560293],"category_scores_gemma":[0.00004369728,0.0000489581,0.00004841941,0.0001832981,0.00003749731,0.000160115,0.0001507014,0.001289349,0.000005622902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008827024,"about_ca_system_score_gemma":0.0000515811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007436744,"about_ca_topic_score_gemma":0.000008032516,"domain_scores_codex":[0.9989563,0.0002960734,0.0004172029,6.940936e-7,0.0001933193,0.0001364614],"domain_scores_gemma":[0.9991741,0.0002953841,0.0001740323,0.0002492954,0.00005764143,0.00004956016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003115407,0.00003359388,0.00005470387,0.0000671859,0.0000840272,9.289447e-8,0.8772891,0.08305649,0.00006619727,0.0004433799,0.03527284,0.003601204],"study_design_scores_gemma":[0.0006752202,0.0005547348,0.002261655,0.00002200068,0.00006451994,0.0009328763,0.8804228,0.005403434,0.0005395083,0.00118724,0.1077804,0.00015556],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851345,0.0001135794,0.000539514,0.0003669791,0.0002372681,0.00004433603,0.00001628795,0.00003802235,0.01350951],"genre_scores_gemma":[0.9990263,0.0001001316,0.00003602441,0.0007789629,0.00002845755,5.992748e-7,0.000003208677,0.000008047641,0.00001826979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07765306,"threshold_uncertainty_score":0.5601652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02970985666652235,"score_gpt":0.2703843334834405,"score_spread":0.2406744768169181,"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."}}