{"id":"W4241515016","doi":"10.19173/irrodl.v13i2.1227","title":"IRRODL Volume 13, Number 2","year":2012,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Universiti Malaya; Beijing Normal University; International Development Research Centre; Athabasca University; U.S. Department of Education","keywords":"Type (biology); Function (biology); Mathematics; Computer science; Artificial intelligence; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002610549,0.001313447,0.001313826,0.002521,0.001155319,0.006982028,0.002023421,0.001363992,0.4146848],"category_scores_gemma":[0.008188871,0.0007048976,0.00144306,0.00167201,0.0008926607,0.003534725,0.003848117,0.002319323,0.3626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002028605,"about_ca_system_score_gemma":0.003108428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003170429,"about_ca_topic_score_gemma":0.005366914,"domain_scores_codex":[0.997503,0.0005195986,0.0001805283,0.0004592523,0.001139112,0.000198601],"domain_scores_gemma":[0.9958804,0.0007908125,0.0001201971,0.001549477,0.001193937,0.000465279],"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":[0.0001454693,0.0001245184,0.0005254724,0.0002048889,0.00002039062,0.00007194747,0.00003677711,0.0008140531,0.0009444302,0.01254619,0.8085864,0.1759794],"study_design_scores_gemma":[0.00004711458,0.00002524667,0.0002558563,0.00009016753,0.00001377168,0.0001046731,0.00003777904,0.003160209,0.001440469,0.008295959,0.9865094,0.00001933178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004216563,0.003305294,0.133759,0.01147417,0.01607618,0.0007937435,0.02079553,0.06268121,0.7468983],"genre_scores_gemma":[0.02193191,0.001914994,0.05908829,0.003516154,0.001724005,0.0004787993,0.02761102,0.02291865,0.8608162],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5853152,"threshold_uncertainty_score":0.8348811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1529492341399233,"score_gpt":0.3903554332502993,"score_spread":0.2374061991103759,"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."}}