{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.005635217,0.001067081,0.001028435,0.007790468,0.002312313,0.01263172,0.001196204,0.001700446,0.1003808],"category_scores_gemma":[0.007127446,0.0005559505,0.0005981668,0.005451715,0.0006042755,0.004686015,0.003758446,0.001908774,0.04236663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003171182,"about_ca_system_score_gemma":0.003709312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002183217,"about_ca_topic_score_gemma":0.00881293,"domain_scores_codex":[0.9948402,0.0005079987,0.0003380255,0.0005022315,0.002924077,0.0008874755],"domain_scores_gemma":[0.9854575,0.001374752,0.0009332682,0.0004094824,0.005975454,0.005849599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001910996,0.00006919228,0.0008926842,0.0005916234,0.000007545194,0.0001386497,0.0000816165,0.0001238573,0.00212797,0.003776782,0.7677098,0.2242893],"study_design_scores_gemma":[0.00002006085,0.00006360703,0.002169971,0.000207539,0.000008057173,0.00007321822,0.0001212057,0.0002860047,0.0008413678,0.0005366845,0.995652,0.00002024237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03502842,0.04329792,0.01332705,0.0717978,0.179671,0.0009436277,0.008644672,0.01065072,0.6366388],"genre_scores_gemma":[0.06954642,0.01653329,0.008548058,0.009827548,0.03166849,0.000315928,0.008205102,0.002706903,0.8526483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9988038,"threshold_uncertainty_score":0.3358071,"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."}}