{"id":"W3200504285","doi":"10.33137/ijidi.v5i3.36213","title":"Minding the Design Reality Gap","year":2021,"lang":"en","type":"article","venue":"The International Journal of Information Diversity & Inclusion (IJIDI)","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Information and Communications Technology; Intervention (counseling); Sustainability; Implementation; Knowledge management; Investment (military); Business; Public relations; Political science; Computer science; Medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.002837597,0.00009873838,0.0001149968,0.0001786718,0.001777621,0.0004466606,0.004733111,0.00004394403,0.00006875376],"category_scores_gemma":[0.000579946,0.00006202827,0.0001241881,0.0002811052,0.00008216291,0.002590842,0.01399679,0.0003494108,0.00004703201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003219264,"about_ca_system_score_gemma":0.0003392484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006068929,"about_ca_topic_score_gemma":0.000009085482,"domain_scores_codex":[0.9975412,0.0003207094,0.0004914647,0.00005220804,0.001462351,0.0001320344],"domain_scores_gemma":[0.9964373,0.000681443,0.0006687033,0.0003698028,0.001798593,0.00004420631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003934729,0.0002677051,0.002935075,0.00003755852,0.001037807,0.0002430899,0.3849207,0.02370693,0.0007327804,0.2971675,0.1872324,0.1013251],"study_design_scores_gemma":[0.005579521,0.0003946429,0.04145695,0.001170312,0.000191433,0.006229553,0.03352068,0.1138819,0.06049805,0.2652085,0.4704287,0.001439785],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04373298,0.0001062097,0.8752603,0.07186368,0.003022985,0.0001185512,0.000005961433,0.00004391022,0.005845436],"genre_scores_gemma":[0.9775229,0.0001982125,0.01607023,0.005854351,0.000163409,7.937701e-7,0.000006837988,0.000002794312,0.0001804381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.93379,"threshold_uncertainty_score":0.9995219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0684341314712286,"score_gpt":0.2763137226423467,"score_spread":0.2078795911711181,"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."}}