{"id":"W1487529579","doi":"10.15353/joci.v9i3.3154","title":"Community Innovation and Community Informatics","year":2013,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Informatics; Data science; Computer science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008125624,0.002381156,0.00206985,0.004289369,0.003700057,0.01074666,0.00280358,0.01495927,0.011684],"category_scores_gemma":[0.03238224,0.0007504273,0.001786207,0.001337713,0.00449738,0.004064609,0.002351561,0.01669598,0.003801835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002717529,"about_ca_system_score_gemma":0.002427645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008971987,"about_ca_topic_score_gemma":0.001953637,"domain_scores_codex":[0.994583,0.0009966413,0.0004509727,0.0008359925,0.002568098,0.0005653644],"domain_scores_gemma":[0.9602388,0.01983099,0.001709969,0.001421132,0.01127417,0.005524925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003004159,0.00002255644,0.00005661104,0.0001834789,0.00001694694,0.0001705994,0.00004542348,0.00002268084,0.00003960977,0.001802429,0.9923494,0.005260164],"study_design_scores_gemma":[0.0000727285,0.00004160152,0.0004617056,0.0005806867,0.00004695897,0.0002461157,0.0001653935,0.0002227473,0.0001418314,0.002874395,0.9951282,0.00001767003],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.00009892123,0.002594193,0.00008852845,0.03622368,0.9590557,0.00001438565,0.00002045822,0.00002061537,0.001883493],"genre_scores_gemma":[0.001487572,0.001564162,0.00005258717,0.011856,0.9806354,0.00001583205,0.00001095921,0.00001474541,0.004362768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01495927,"threshold_uncertainty_score":0.04297286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04890235374410234,"score_gpt":0.258605082519983,"score_spread":0.2097027287758807,"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."}}