{"id":"W4413341411","doi":"10.19173/irrodl.v26i3.9038","title":"Editorial – Volume 26, Issue 3","year":2025,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Volume (thermodynamics); Computer science; Data science; Physics; Thermodynamics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005808485,0.002397588,0.002073202,0.003122878,0.003260222,0.01185074,0.003214622,0.006538125,0.1162741],"category_scores_gemma":[0.03128893,0.0008959327,0.002512756,0.001292419,0.002385402,0.004462855,0.002194177,0.009294272,0.08253673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00242615,"about_ca_system_score_gemma":0.004308667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107335,"about_ca_topic_score_gemma":0.002248693,"domain_scores_codex":[0.9941218,0.0006539682,0.000559573,0.0008499026,0.003356046,0.0004586149],"domain_scores_gemma":[0.975319,0.004994904,0.00162368,0.001418319,0.01261884,0.004025364],"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":[0.00002608693,0.000021337,0.00004722665,0.0001676331,0.000007966641,0.00004945069,0.000009355039,0.0000225896,0.00009840947,0.0003271783,0.9900913,0.009131495],"study_design_scores_gemma":[0.00002580121,0.00002426288,0.0002063128,0.0002407213,0.00001049821,0.0001383442,0.00003146618,0.00009803338,0.0001565291,0.000547321,0.9985089,0.00001192161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007194225,0.001007352,0.0001645878,0.01429632,0.9778766,0.00004811209,0.00009732098,0.0002318576,0.006205793],"genre_scores_gemma":[0.001005075,0.002513159,0.0002663578,0.02025147,0.9342115,0.00005979751,0.0001670652,0.0002517005,0.04127385],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1162741,"threshold_uncertainty_score":0.3889755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04376327334757852,"score_gpt":0.4367493708236151,"score_spread":0.3929860974760366,"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."}}