{"id":"W7140080286","doi":"10.1108/qrde-12-2003-0015","title":"Author Biographical Sketches","year":2003,"lang":"en","type":"article","venue":"Quarterly review of distance education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distance education; Bachelor; IBM; Instructional design; Higher education; Educational technology; Commons; Adult education; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002198824,0.001332942,0.001186559,0.005966607,0.004342489,0.003381985,0.002609366,0.001774771,0.3809347],"category_scores_gemma":[0.01413747,0.0005012388,0.0009232185,0.004112108,0.001096623,0.003213023,0.003376407,0.002305586,0.2901657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003144633,"about_ca_system_score_gemma":0.00474289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008339019,"about_ca_topic_score_gemma":0.009276288,"domain_scores_codex":[0.9979315,0.0004019698,0.0002231006,0.0004307155,0.0008493878,0.0001634021],"domain_scores_gemma":[0.9937879,0.001151151,0.0002375272,0.0008149684,0.003537987,0.0004704156],"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":[0.00002910566,0.00002800242,0.0002129023,0.0002635547,0.000003600301,0.0001464082,0.0004400194,0.00009654593,0.0001197698,0.009010647,0.9110206,0.07862891],"study_design_scores_gemma":[0.000001975162,0.000005911091,0.0001332546,0.000120449,0.000001623623,0.0001094452,0.0001575226,0.00002421886,0.00004823726,0.001117672,0.9982754,0.00000411782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001770391,0.02401663,0.01048436,0.02335939,0.08992825,0.001220203,0.01783459,0.001628192,0.829758],"genre_scores_gemma":[0.01160884,0.01411918,0.007111426,0.006019168,0.008413675,0.001009196,0.008490922,0.0008451864,0.9423825],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6190653,"threshold_uncertainty_score":0.8830216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801905752241637,"score_gpt":0.3593128063929267,"score_spread":0.3412937488705103,"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."}}