{"id":"W7113240484","doi":"","title":"Open Ed Live Opening [Day 2] and Supersize Your OER Initiative with ZTC Pathways!","year":2025,"lang":"","type":"article","venue":"Journal of International Crisis and Risk Communication Research","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certificate; Developing country; Variety (cybernetics); Birth certificate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01072166,0.0002306579,0.0004542191,0.0009465269,0.001680376,0.004407223,0.004648475,0.000135017,0.000389181],"category_scores_gemma":[0.001714346,0.000183191,0.00008651974,0.0008113587,0.0004471672,0.002855645,0.004799543,0.002471951,0.0000223206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002584858,"about_ca_system_score_gemma":0.001276391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00117214,"about_ca_topic_score_gemma":0.0001093602,"domain_scores_codex":[0.9938128,0.003315177,0.0009445174,0.0004334059,0.001141396,0.0003526944],"domain_scores_gemma":[0.9908664,0.002136744,0.0008683501,0.0006622761,0.005188556,0.000277678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002392516,0.002329982,0.3616843,0.0001511769,0.00392552,0.00007723035,0.1905949,0.000736004,0.0002576773,0.1990193,0.07887237,0.1599591],"study_design_scores_gemma":[0.007247065,0.002252475,0.354865,0.003617363,0.0002367523,0.0002846696,0.4717735,0.03651117,0.0005161998,0.01021041,0.1116816,0.000803711],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.758675,0.02179794,0.01149785,0.1051274,0.0012653,0.001498882,0.00004209481,0.00002318015,0.1000724],"genre_scores_gemma":[0.9077222,0.0783233,0.01194356,0.0004266599,0.00009398424,0.00002023291,0.000006781571,0.00001474839,0.001448493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2811787,"threshold_uncertainty_score":0.9998294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085406359199202,"score_gpt":0.4261580562318591,"score_spread":0.3176174203119389,"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."}}