{"id":"W4406617507","doi":"10.54656/jces.v17i3.667","title":"Our Fascinating and Complex World","year":2025,"lang":"en","type":"article","venue":"Journal of Community Engagement and Scholarship","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History","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":[],"consensus_categories":[],"category_scores_codex":[0.003703112,0.00006998218,0.0001332948,0.000169902,0.0005925678,0.0005978631,0.0005311882,0.00002072822,0.000003046043],"category_scores_gemma":[0.0004174085,0.00006185452,0.00004329198,0.0002884344,0.00002594069,0.0008894354,0.0003795283,0.0009932069,7.332461e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002822831,"about_ca_system_score_gemma":0.00005496461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003731989,"about_ca_topic_score_gemma":0.000009881268,"domain_scores_codex":[0.998816,0.0006449638,0.0002365561,0.00004466061,0.000157806,0.00009997212],"domain_scores_gemma":[0.9991221,0.0002701943,0.0001292554,0.0002042277,0.0001964739,0.00007777575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002200606,0.0007076822,0.1038044,0.0002216755,0.0002443332,0.000007927032,0.0293976,0.00001650761,0.0008429776,0.3458362,0.04328527,0.4756134],"study_design_scores_gemma":[0.001141043,0.0001367211,0.8737084,0.0001998866,0.00002625764,0.00001973666,0.01590181,0.0004585935,0.0001614841,0.04818085,0.05987963,0.0001855655],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483535,0.0004251814,0.01028335,0.01618622,0.0004074893,0.00007237607,3.383192e-7,0.00002548669,0.02424604],"genre_scores_gemma":[0.9881399,0.00004511719,0.007997471,0.002824122,0.00001940437,5.608076e-7,3.735646e-7,0.00000198926,0.0009711174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.769904,"threshold_uncertainty_score":0.5765207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1957159999956722,"score_gpt":0.3753356114316573,"score_spread":0.1796196114359851,"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."}}