{"id":"W4392861601","doi":"10.1145/3626253.3635373","title":"Humanitarian Open Source in the Classroom","year":2024,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"Universitas Brawijaya","keywords":"Open source; Computer science; Computer security; Operating system; Software","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004928508,0.00003691555,0.00003518003,0.0000444119,0.00008724162,0.001951857,0.00146733,0.00001367106,0.0002784734],"category_scores_gemma":[0.00001507946,0.0000231155,0.00001328818,0.0003086946,0.000007577332,0.0005083318,0.0002786642,0.0001471955,0.0008998957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001578684,"about_ca_system_score_gemma":0.00006302608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003342408,"about_ca_topic_score_gemma":0.0001853259,"domain_scores_codex":[0.9995238,0.0000714179,0.00007057653,0.000151831,0.00008372161,0.00009868558],"domain_scores_gemma":[0.9996886,0.00007419419,0.000006855154,0.0002054747,0.000007515883,0.0000173624],"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":[2.020424e-7,0.00001796718,0.0002561801,0.000002216284,0.000001696059,0.000004234919,0.008104956,0.00002771512,0.000009394689,0.946861,0.02311345,0.02160103],"study_design_scores_gemma":[0.00005392573,0.00002295516,0.004207881,0.00001426274,9.130377e-7,0.00001078297,0.008331814,0.0227176,0.00001409429,0.00586707,0.9586843,0.00007436754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006452548,0.00004980539,0.03907425,0.0244807,0.0003781906,0.000150477,4.356282e-8,0.00011247,0.9293015],"genre_scores_gemma":[0.9682289,0.000001954148,0.00321715,0.001959707,0.00004826433,0.00001167753,6.290826e-7,0.00000314586,0.02652851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9617764,"threshold_uncertainty_score":0.999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03458274274216166,"score_gpt":0.3081573403771294,"score_spread":0.2735745976349677,"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."}}