{"id":"W2901356597","doi":"10.15353/joci.v14i1.3399","title":"The Digital Fringe and Social Participation through Interaction Design","year":2018,"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":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mainstream; Disadvantaged; Inclusion (mineral); Dilemma; Public relations; Enabling; Digital inclusion; Variety (cybernetics); Digital divide; Indigenous; Sociology; Political science; Information and Communications Technology; Psychology; Gender studies; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002029374,0.00005825082,0.00007818805,0.00003926261,0.00179541,0.0002129981,0.00031214,0.00004265981,0.000003160355],"category_scores_gemma":[0.0002283159,0.00003239936,0.00001834535,0.0001575197,0.0003864999,0.001346752,0.0002193603,0.0004647007,0.00001527643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002462877,"about_ca_system_score_gemma":0.00001316966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008176919,"about_ca_topic_score_gemma":0.000004734341,"domain_scores_codex":[0.9993732,0.00005407774,0.0003470279,0.000004735336,0.0001255532,0.00009539469],"domain_scores_gemma":[0.9988075,0.0002436107,0.0005616719,0.00009024987,0.0002951006,0.000001869434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005052825,0.0001820598,0.002201638,0.0001160308,0.0003306777,2.555917e-7,0.4881184,0.00003633282,0.00003445731,0.2569149,0.02483225,0.2267278],"study_design_scores_gemma":[0.0008553494,0.0001912651,0.0224183,0.00006769295,0.0001363237,0.0000291118,0.5935494,0.002373708,0.0006284827,0.1981627,0.1813289,0.0002588714],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586481,0.000007075161,0.02690397,0.002129657,0.0002171437,0.00007919572,2.174568e-7,0.00001619346,0.01199838],"genre_scores_gemma":[0.9985455,0.00001110581,0.0002336925,0.0009616146,0.0002278546,0.000001178459,0.00000117943,0.000003291125,0.0000145278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2264689,"threshold_uncertainty_score":0.9995041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09550227504997583,"score_gpt":0.3053690310731562,"score_spread":0.2098667560231804,"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."}}