{"id":"W4405642428","doi":"10.1080/15575330.2024.2438016","title":"Understanding digital futures: Towards a framework for digital, community & youth engagement and research","year":2024,"lang":"en","type":"article","venue":"Community Development","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Futures contract; Community engagement; Sociology; Public relations; Business; Political science; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01880253,0.001006894,0.0006908463,0.006486511,0.01152397,0.02142679,0.002850123,0.004519083,0.006095638],"category_scores_gemma":[0.007754132,0.0005322164,0.0009138999,0.005234236,0.04928971,0.02141089,0.0146888,0.004089825,0.0004960818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01817868,"about_ca_system_score_gemma":0.02383568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05499499,"about_ca_topic_score_gemma":0.05476525,"domain_scores_codex":[0.9908431,0.007087214,0.0002341071,0.0005434135,0.000492544,0.0007996799],"domain_scores_gemma":[0.9927986,0.004322158,0.0005430334,0.0004720715,0.0006770655,0.001187082],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005652882,0.00003000962,0.001329925,0.0001424162,0.000006410059,0.0002704436,0.1316112,0.0004661487,0.0001111274,0.8525206,0.001109017,0.01239703],"study_design_scores_gemma":[0.00000678695,0.000020511,0.0007967331,0.0005781048,0.000009102345,0.0001695744,0.2899417,0.00108219,0.0001807458,0.5731295,0.1340632,0.00002183312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1106356,0.01286767,0.399948,0.1095902,0.0006733952,0.001417671,0.0006275536,0.0003289149,0.363911],"genre_scores_gemma":[0.8688005,0.005382182,0.1109227,0.002256376,0.0001072215,0.001094607,0.0002261434,0.00008161437,0.01112864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9811975,"threshold_uncertainty_score":0.1318961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6100840391102376,"score_gpt":0.4758703300081433,"score_spread":0.1342137091020943,"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."}}