{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00294205,0.0007232146,0.0005460945,0.002081078,0.003136605,0.005772171,0.001974395,0.002147468,0.008096575],"category_scores_gemma":[0.006981158,0.0004417681,0.001824674,0.001867074,0.003311415,0.006636311,0.005881699,0.00190896,0.000960287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003806253,"about_ca_system_score_gemma":0.00260411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01368697,"about_ca_topic_score_gemma":0.01061489,"domain_scores_codex":[0.9978967,0.001020998,0.0001218087,0.0003685315,0.0003823074,0.0002096059],"domain_scores_gemma":[0.9973994,0.001416904,0.0002094375,0.0003981408,0.0003837997,0.0001922996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008781311,0.00003829671,0.0009862465,0.00004897831,0.0000191873,0.0001032382,0.001333004,0.03106976,0.0001507443,0.9587936,0.001252507,0.006195674],"study_design_scores_gemma":[0.00001581207,0.00001956443,0.0002935118,0.00006826475,0.00002241616,0.00007224849,0.001196437,0.1690859,0.0002342242,0.7762163,0.05275755,0.00001785067],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06190111,0.001289428,0.7427824,0.007719154,0.0003282485,0.0006524299,0.001342886,0.0006654914,0.1833189],"genre_scores_gemma":[0.718273,0.001461062,0.2464556,0.0004680503,0.0001928225,0.001074953,0.001866972,0.0002119505,0.02999566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01368697,"threshold_uncertainty_score":0.02761638,"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."}}