{"id":"W1497948865","doi":"10.15353/joci.v11i1.2844","title":"Modeling Social Inclusion Systems","year":2015,"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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Inclusion (mineral); Social sustainability; Sustainability science; Empowerment; Ontology; Social system; Engineering ethics; Knowledge management; Political science; Sociology; Management science; Public relations; Computer science; Social science; Engineering; Epistemology","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":[0.008513269,0.00008039288,0.0001680773,0.0001554286,0.001397591,0.00007388112,0.0008069442,0.00008516026,0.000001909526],"category_scores_gemma":[0.0003201438,0.00005210204,0.00003380419,0.0003339728,0.00009976865,0.0008550304,0.001439076,0.0008498934,0.00001881195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007586923,"about_ca_system_score_gemma":0.00005610246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001334478,"about_ca_topic_score_gemma":0.000006650374,"domain_scores_codex":[0.9988608,0.0001045151,0.0005733693,0.000004384243,0.0003387413,0.0001181572],"domain_scores_gemma":[0.9984636,0.00006101344,0.000564351,0.0001355795,0.0007695062,0.000005893307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003458857,0.0002781769,0.0008849052,0.0004241422,0.0002510049,0.00000126243,0.6456499,0.03375664,0.00002348908,0.2796418,0.02705966,0.01168312],"study_design_scores_gemma":[0.001023635,0.0000415595,0.0002343976,0.0000863266,0.00009141763,0.00003638273,0.7861863,0.1105738,0.00001512056,0.08053603,0.02095395,0.0002210835],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576762,0.0000352249,0.02346484,0.001011274,0.0003906924,0.00007769101,2.731334e-7,0.00002834875,0.0173154],"genre_scores_gemma":[0.9982469,0.000005667469,0.0002008102,0.001219579,0.0003033688,7.437565e-7,0.000002876783,0.00000550841,0.00001452714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1991058,"threshold_uncertainty_score":0.9999024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09293096734103128,"score_gpt":0.2796467993870652,"score_spread":0.1867158320460339,"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."}}