{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003744494,0.0002623829,0.0002268015,0.001024455,0.003866055,0.00245406,0.001028917,0.0006804953,0.02281516],"category_scores_gemma":[0.001523643,0.0002995712,0.0001623706,0.002508584,0.0008724449,0.0007792057,0.001932575,0.0005911686,0.001576959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01800442,"about_ca_system_score_gemma":0.03604427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9051638,"about_ca_topic_score_gemma":0.9786106,"domain_scores_codex":[0.9994318,0.00004583584,0.00002058007,0.00007504567,0.0001030556,0.0003235775],"domain_scores_gemma":[0.9992193,0.0001039243,0.00006699942,0.0000594472,0.0003013886,0.0002490285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001072341,0.0004771383,0.4705175,0.001041997,0.0001156084,0.01262458,0.01773931,0.003933431,0.01267592,0.03361949,0.2017631,0.2444195],"study_design_scores_gemma":[0.00006271141,0.0001006305,0.5627568,0.0003453097,0.00004201657,0.0008517616,0.05439435,0.001584322,0.00332781,0.001280518,0.3751748,0.00007904424],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7919675,0.001477816,0.001266946,0.004875602,0.0001818145,0.0005393684,0.008351763,0.0003204636,0.1910187],"genre_scores_gemma":[0.7461675,0.0007618641,0.001213849,0.001126224,0.00001278968,0.0002001761,0.003310372,0.00008063623,0.2471267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09483624,"threshold_uncertainty_score":0.1907895,"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."}}