{"id":"W4404915144","doi":"10.1109/acsos-c63493.2024.00032","title":"A Socio-Technical Perspective on Fostering Sustainable Community Development via Social Capital and Social Cohesion","year":2024,"lang":"en","type":"article","venue":"","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Social capital; Cohesion (chemistry); Perspective (graphical); Sustainable development; Business; Knowledge management; Sociology; Public relations; Computer science; Political science; Social science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001096298,0.0001647511,0.0002031046,0.00007403982,0.004749845,0.0003064618,0.0001881131,0.0002864501,0.0001486435],"category_scores_gemma":[0.00005242264,0.0001566979,0.0001011836,0.0002538592,0.0005422118,0.0002511819,0.0003625008,0.0006325259,0.00004367103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275971,"about_ca_system_score_gemma":0.000297729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00420382,"about_ca_topic_score_gemma":0.002606173,"domain_scores_codex":[0.9982675,0.0003744385,0.0001742306,0.0002493733,0.0004033868,0.000531071],"domain_scores_gemma":[0.999411,0.0002863122,0.00003258804,0.00005481023,0.0001276811,0.00008760985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003748747,0.00008727865,0.00004074666,0.00003881055,0.00003326066,0.00002133395,0.5368079,1.29827e-7,0.00008639968,0.4453938,0.003164821,0.01428804],"study_design_scores_gemma":[0.0002621362,0.0001369649,0.006436837,0.00002765883,0.00002626383,0.000002327752,0.894183,0.00001498619,0.00007978026,0.08557001,0.01286301,0.000397012],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8903529,0.0002872734,0.0002513885,0.007412868,0.0002442946,0.0003638587,0.000002306682,0.0004840063,0.1006011],"genre_scores_gemma":[0.9955297,0.00001909698,0.0000862377,0.0002887054,0.0007968298,0.00003665195,0.000005679481,0.00002023117,0.003216848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3598238,"threshold_uncertainty_score":0.9965459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.036951311573795,"score_gpt":0.3280141219442509,"score_spread":0.2910628103704559,"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."}}