{"id":"W1542210137","doi":"10.15353/joci.v10i2.2659","title":"GoFred: Municipally-Owned ICT Utilities in Fredericton, New Brunswick","year":2013,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"ICT Impact and Policies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Information and Communications Technology; Business; Telecommunications; Geography; Political science; Engineering; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007968675,0.0001437963,0.000260079,0.0001706731,0.000139202,0.00008738918,0.0007838872,0.0000684775,0.0001191273],"category_scores_gemma":[0.000102645,0.00009542717,0.00006769109,0.0001975746,0.00007389616,0.0007654247,0.00009575748,0.001078502,0.00006483951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006989413,"about_ca_system_score_gemma":0.0001245063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008230688,"about_ca_topic_score_gemma":0.0009349613,"domain_scores_codex":[0.9986181,0.0001613265,0.000755633,0.000001939244,0.0001979022,0.0002651161],"domain_scores_gemma":[0.9987102,0.0004835559,0.0001898264,0.0004229825,0.00008743029,0.0001059913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001324325,0.00002743358,0.0006905669,0.0001014143,0.00007021213,8.78514e-8,0.9395294,0.02855358,0.00007956143,0.0002510437,0.02728749,0.003395943],"study_design_scores_gemma":[0.001150048,0.0002929469,0.05422376,0.0002409682,0.00005818268,0.0002250534,0.9074423,0.01081874,0.0009270385,0.004415046,0.01988035,0.0003255482],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980656,0.0003030991,0.0003838881,0.0003576359,0.0001685824,0.0000943129,0.000001067471,0.00003710972,0.01799836],"genre_scores_gemma":[0.9985762,0.0005579224,0.0001475554,0.0003956765,0.00005797725,3.911857e-7,0.000001391492,0.00001347822,0.0002493795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05353319,"threshold_uncertainty_score":0.9983736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276347532033214,"score_gpt":0.2521630636228308,"score_spread":0.2245283104195094,"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."}}