{"id":"W4402647595","doi":"10.54501/jots.v2i4.215","title":"A Multi-Stakeholder Approach for Leveraging Data Portability to Support Research on the Digital Information Environment","year":2024,"lang":"en","type":"article","venue":"Journal of Online Trust and Safety","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Charles Koch Foundation; Craig Newmark Philanthropies; York University; John S. and James L. Knight Foundation; Bill and Melinda Gates Foundation","keywords":"Software portability; Computer science; Stakeholder; Data science; Human–computer interaction; Knowledge management; World Wide Web; Political science; Operating system; Public relations","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2789392,0.001288395,0.001099913,0.01126492,0.01076252,0.02153661,0.006167317,0.009235264,0.008479324],"category_scores_gemma":[0.1959934,0.00130248,0.002188602,0.006921531,0.02354348,0.03710454,0.03989493,0.01017676,0.001299676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01157435,"about_ca_system_score_gemma":0.03249137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002967958,"about_ca_topic_score_gemma":0.004528914,"domain_scores_codex":[0.7472202,0.215913,0.006535643,0.009206324,0.01673542,0.004389426],"domain_scores_gemma":[0.6723163,0.2297244,0.01127206,0.0487361,0.02681289,0.0111383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007293098,0.0001822989,0.004422697,0.0005475829,0.0001299957,0.0008387107,0.03364179,0.001884003,0.00210124,0.8939716,0.005218643,0.05698846],"study_design_scores_gemma":[0.00005271319,0.0001917728,0.001588591,0.001734055,0.00009314432,0.0005820344,0.02675152,0.00686929,0.002131502,0.7905978,0.1692653,0.0001421292],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02046263,0.001148351,0.7264353,0.1052028,0.0006930014,0.002717349,0.0002882119,0.0004311091,0.1426213],"genre_scores_gemma":[0.5498808,0.001093557,0.4229889,0.01033225,0.0003914602,0.004001768,0.0002807564,0.0002512288,0.01077933],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2789392,"threshold_uncertainty_score":0.8891963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6331715962950767,"score_gpt":0.4901302457559833,"score_spread":0.1430413505390934,"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."}}