{"id":"W4401879803","doi":"10.1109/compsac61105.2024.00357","title":"Top 10 Computer Science Open Educational Resources in MERLOT","year":2024,"lang":"en","type":"article","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas College","funders":"","keywords":"Computer science; World Wide Web","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":["insufficient_payload"],"category_scores_codex":[0.0008057444,0.00006683589,0.00006939717,0.0002676772,0.000161252,0.002859221,0.002011576,0.00001724109,0.001496082],"category_scores_gemma":[0.00003873091,0.00005668511,0.00001637974,0.001378629,0.00007605305,0.001672755,0.0008288219,0.0001230317,0.001193886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007706572,"about_ca_system_score_gemma":0.0007185542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002313155,"about_ca_topic_score_gemma":0.0000272621,"domain_scores_codex":[0.9989429,0.00003909716,0.0001419481,0.000430306,0.0002400206,0.0002057015],"domain_scores_gemma":[0.9994739,0.0001093234,0.00001711477,0.0002521587,0.00005939207,0.00008807696],"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":[0.0000014254,0.00008476502,0.001359327,0.000009327416,0.000003095334,0.000002919251,0.006490023,0.0002421736,0.000196997,0.892147,0.02492775,0.0745352],"study_design_scores_gemma":[0.0002278854,0.0001107258,0.06301719,0.0001355357,0.000002125294,0.00004205599,0.001248338,0.3193288,0.0007666691,0.009857743,0.6048291,0.0004338144],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08938052,0.0001734078,0.02933554,0.06346861,0.002954661,0.0003398989,3.574305e-7,0.000234284,0.8141127],"genre_scores_gemma":[0.8988501,0.000003422722,0.06545976,0.001023296,0.0001639381,0.00001801067,0.00000123835,0.00000474529,0.03447551],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8822892,"threshold_uncertainty_score":0.9995838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02472809877171523,"score_gpt":0.3313925325431529,"score_spread":0.3066644337714377,"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."}}