{"id":"W2230845777","doi":"","title":"Return of Student Assignments in Distance Education: Various Technologies to Reduce Turnaround Time","year":2011,"lang":"en","type":"article","venue":"AUSpace (Athabasca University)","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Presentation (obstetrics); Distance education; Public relations; Media studies; Advertising; Political science; Sociology; Library science; Business; Pedagogy; Computer science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002531271,0.00009101742,0.000154438,0.0003600918,0.0001474994,0.000023032,0.0005670226,0.00009945727,0.0001725422],"category_scores_gemma":[0.00008787699,0.0001016755,0.00003931727,0.0009583666,0.0001467373,0.0002938651,0.00009806887,0.00009815933,0.00006464875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004575276,"about_ca_system_score_gemma":0.0005476561,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009598582,"about_ca_topic_score_gemma":0.003533145,"domain_scores_codex":[0.9990699,0.0001267351,0.0001307415,0.0002138032,0.0002372079,0.0002216253],"domain_scores_gemma":[0.9993342,0.00005440017,0.0001390228,0.0002677018,0.0001126715,0.00009201601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000507968,0.0008766267,0.347991,0.00003089382,0.00005483487,0.00001785313,0.3778764,0.000002165555,0.001000459,0.2534077,0.01566494,0.003026407],"study_design_scores_gemma":[0.0003631205,0.0001338988,0.09542329,0.0002166269,0.00002578102,0.000001337515,0.3687329,7.265873e-7,0.001474526,0.001595932,0.5316708,0.0003609939],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8290718,0.00007386543,0.00009439115,0.003563123,0.0003510846,0.0003746302,0.000006729772,0.00008187973,0.1663824],"genre_scores_gemma":[0.9476168,0.00003973778,0.0006079496,0.00003493441,0.00004413754,0.000002763238,0.00000109484,0.000005732729,0.05164691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5160059,"threshold_uncertainty_score":0.9969966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03441188154876165,"score_gpt":0.3051164226303426,"score_spread":0.2707045410815809,"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."}}