{"id":"W2692602890","doi":"","title":"Locals in the Wasteland: The Non-Intended Side Effects of (In)Sensible Local Participatory Technology Development.","year":2017,"lang":"en","type":"article","venue":"Open Repository and Bibliography (University of Liège)","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen journalism; Participatory development; Business; Environmental planning; Political science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009068582,0.0001137918,0.0002558886,0.002825109,0.0007668032,0.00009482344,0.001132951,0.0001590399,0.00000249434],"category_scores_gemma":[0.000003970288,0.00008546087,0.00004767791,0.003858927,0.001213084,0.0005520932,0.0008272259,0.000234413,0.000001790932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007632757,"about_ca_system_score_gemma":0.00003425575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652679,"about_ca_topic_score_gemma":0.0002658865,"domain_scores_codex":[0.9992216,0.00003964454,0.000196192,0.0002089068,0.0001410958,0.0001925266],"domain_scores_gemma":[0.999121,0.0000694598,0.0003437555,0.0003536124,0.0001065168,0.000005725847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009187281,0.0001530756,0.9760934,0.0001673142,0.00008220654,0.0001156195,0.0009340433,0.000001793274,0.0006222367,0.01880402,0.0006157454,0.002318704],"study_design_scores_gemma":[0.0008011648,0.00002489815,0.980056,0.0001846098,0.00003334878,0.000003612383,0.0102841,0.00007244083,0.003570555,0.004197035,0.0006334731,0.0001387969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980726,0.00008868782,0.0003680321,0.001110208,0.000108036,0.0004433401,2.52005e-7,0.00001211059,0.01714335],"genre_scores_gemma":[0.9993746,0.00004990059,0.0003779224,0.0001134116,0.00001555617,0.000005137678,0.000001080302,0.000004301812,0.00005807085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01864863,"threshold_uncertainty_score":0.5897708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02398535144430787,"score_gpt":0.2373265908041692,"score_spread":0.2133412393598613,"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."}}