{"id":"W4412625351","doi":"10.17705/1jais.00928","title":"Empowering Marginalized Communities: A Framework for Social Inclusion","year":2025,"lang":"en","type":"article","venue":"Journal of the Association for Information Systems","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hong Kong Polytechnic University; International Development Research Centre","keywords":"Inclusion (mineral); Sociology; Public relations; Knowledge management; Political science; Social science; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.01093142,0.001072567,0.0007624988,0.005727053,0.009689753,0.01186879,0.003137356,0.004416449,0.006624838],"category_scores_gemma":[0.008175578,0.0004152975,0.001018683,0.002935199,0.05282271,0.0125745,0.01405498,0.003936774,0.0004569225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01013961,"about_ca_system_score_gemma":0.007924618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00679318,"about_ca_topic_score_gemma":0.007257499,"domain_scores_codex":[0.9852986,0.01156362,0.0002809404,0.0008657691,0.0009506727,0.001040304],"domain_scores_gemma":[0.993589,0.003901181,0.0005367824,0.0005369902,0.0005967292,0.0008393034],"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":[0.000001849611,0.000009134963,0.0001800384,0.00002484685,0.000002618604,0.00007655514,0.005357339,0.0002590553,0.00002407061,0.99232,0.000231156,0.001513386],"study_design_scores_gemma":[0.000008589719,0.00001828357,0.0002725571,0.0001674282,0.000008166118,0.0001325045,0.01034204,0.002436327,0.0000527893,0.9536047,0.03294398,0.00001251292],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05786704,0.006912658,0.37449,0.08168624,0.0005927233,0.001055488,0.00027941,0.0001604203,0.476956],"genre_scores_gemma":[0.9343677,0.00181701,0.05380236,0.001153443,0.0001605604,0.001111356,0.00006047637,0.00004416536,0.007483131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01186879,"threshold_uncertainty_score":0.0735684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04469156677525209,"score_gpt":0.3061490001771984,"score_spread":0.2614574334019463,"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."}}