{"id":"W2138892488","doi":"10.19173/irrodl.v10i6.806","title":"IRRODL year in review","year":2009,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Mathematics education; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006611242,0.001716611,0.003098443,0.005389279,0.001661739,0.008486362,0.00300071,0.007231897,0.04388005],"category_scores_gemma":[0.02165857,0.0007643867,0.00162111,0.002108838,0.00141206,0.003675225,0.002648563,0.006740113,0.03963014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00298915,"about_ca_system_score_gemma":0.004296686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008921373,"about_ca_topic_score_gemma":0.001973215,"domain_scores_codex":[0.9950652,0.0005809781,0.0006740665,0.0006069823,0.002522436,0.0005502537],"domain_scores_gemma":[0.9657917,0.004158372,0.003124276,0.00125389,0.02051494,0.005156767],"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":[0.00006531234,0.00001545538,0.00006026371,0.0006087449,0.00002408472,0.0001489527,0.000007048965,0.00001058646,0.0001003266,0.0002152453,0.9835535,0.01519054],"study_design_scores_gemma":[0.00005684695,0.0000313913,0.0002973235,0.0005130875,0.00004185177,0.0002875329,0.00002247546,0.00002406714,0.0001243128,0.0002735397,0.9983178,0.000009823598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.0001119594,0.02420022,0.0001700874,0.03131825,0.9369197,0.00006923363,0.000201751,0.000119777,0.006888954],"genre_scores_gemma":[0.002117453,0.02396813,0.000395015,0.03725303,0.8851547,0.0001169816,0.0004424001,0.0001813203,0.05037088],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04388005,"threshold_uncertainty_score":0.1467934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09940104538855898,"score_gpt":0.5088525806191749,"score_spread":0.4094515352306159,"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."}}