{"id":"W4412156465","doi":"10.55982/openpraxis.17.2.851","title":"A Review of Reviews on Open Educational Resources","year":2025,"lang":"en","type":"review","venue":"Open Praxis","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open educational resources; Open education; Knowledge management; Educational technology; Computer science; Engineering ethics; Sociology; Pedagogy; Engineering","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":[0.008701182,0.001478248,0.00348476,0.01680095,0.0007837561,0.003400621,0.00164682,0.002070227,0.005170924],"category_scores_gemma":[0.04049354,0.0009495668,0.003356759,0.01781691,0.0009988087,0.004177364,0.001824176,0.001928109,0.001039673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003385546,"about_ca_system_score_gemma":0.01006438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003210852,"about_ca_topic_score_gemma":0.01089789,"domain_scores_codex":[0.9910001,0.002625779,0.003094802,0.00066205,0.002358787,0.0002583885],"domain_scores_gemma":[0.9614677,0.02672194,0.004836658,0.000678095,0.005774566,0.0005210104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001129297,0.00003937541,0.0003523006,0.6166308,0.001111477,0.0002356519,0.0005673013,0.0001519372,0.0006236837,0.002258127,0.01900801,0.3589085],"study_design_scores_gemma":[0.00003194852,0.0001105673,0.001903425,0.6283977,0.003502023,0.0008479049,0.0004471052,0.00004676887,0.0002980194,0.00107699,0.3633016,0.00003585504],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001378457,0.9982941,0.0001553233,0.0004006244,0.0003109263,0.00005048879,0.000075374,0.000006558948,0.000568735],"genre_scores_gemma":[0.001279429,0.9973686,0.0003816784,0.0005247195,0.0001367516,0.0000797868,0.00008042255,0.00000362633,0.0001450087],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9983532,"threshold_uncertainty_score":0.04601675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006624216002941,"score_gpt":0.4460876477990096,"score_spread":0.3454252261987155,"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."}}