{"id":"W4405642428","doi":"10.1080/15575330.2024.2438016","title":"Understanding digital futures: Towards a framework for digital, community &amp; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.006340508,0.0001523502,0.0001627565,0.000166766,0.008654202,0.002419576,0.0006087635,0.0001704591,0.00003323971],"category_scores_gemma":[0.002069546,0.0001522339,0.00006864602,0.0005519888,0.0006317248,0.0004509213,0.0005740887,0.001970374,0.00002955216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115751,"about_ca_system_score_gemma":0.001023743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005988947,"about_ca_topic_score_gemma":0.001378884,"domain_scores_codex":[0.9974592,0.001095245,0.0002561425,0.0001538451,0.0005599704,0.0004755426],"domain_scores_gemma":[0.9964897,0.002671409,0.00003439489,0.0004028422,0.0001743148,0.000227351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008364938,0.0001655144,0.0004297723,0.0001375842,0.00006279352,2.941356e-7,0.8685022,8.74356e-7,6.860478e-7,0.1089828,0.001351219,0.02035793],"study_design_scores_gemma":[0.00009636903,0.00003034024,0.0009750411,0.000246649,0.000008040094,3.897715e-7,0.7720478,0.00001617705,0.000002320366,0.08716954,0.1392101,0.0001973342],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8803602,0.0004112415,0.07208677,0.003510732,0.001031669,0.001018685,0.0001656676,0.0003656465,0.04104937],"genre_scores_gemma":[0.9934411,0.0001250357,0.004228749,0.0001428317,0.00009633289,0.00006071858,0.0002661853,0.00002394373,0.001615122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1378588,"threshold_uncertainty_score":0.998616,"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."}}