{"id":"W2075282588","doi":"10.5944/openpraxis.5.3.63","title":"Technologies for Learner-Centered Feedback","year":2013,"lang":"en","type":"article","venue":"Open Praxis","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Process (computing); Multimedia; Audio feedback; Peer feedback; Educational technology; Human–computer interaction; Knowledge management; Psychology; Mathematics education; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005346899,0.0007791511,0.0005622732,0.002190817,0.0008100785,0.004457911,0.001665064,0.00233348,0.02199233],"category_scores_gemma":[0.01968631,0.0003793328,0.0006169927,0.001218052,0.001033139,0.006936003,0.0043837,0.002149624,0.009210623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005384733,"about_ca_system_score_gemma":0.000787926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001634553,"about_ca_topic_score_gemma":0.0001661764,"domain_scores_codex":[0.9914237,0.002961803,0.0005619625,0.0007173353,0.004065952,0.0002692608],"domain_scores_gemma":[0.9860816,0.008270673,0.0008721538,0.001958947,0.002290106,0.000526618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002346294,0.0003206264,0.0008191802,0.001741257,0.00003487442,0.0003486819,0.002680327,0.0009059657,0.02970088,0.0533441,0.0251842,0.8846852],"study_design_scores_gemma":[0.0001411883,0.0009083897,0.002543857,0.002153236,0.00007352173,0.00354733,0.0013686,0.007890086,0.04548909,0.09399378,0.8416731,0.0002177916],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01127612,0.009421556,0.8570805,0.003022037,0.001221028,0.0009501624,0.0003821914,0.00969675,0.1069496],"genre_scores_gemma":[0.2011672,0.01060962,0.7158735,0.002879172,0.001296704,0.002613899,0.0007395806,0.001275623,0.06354478],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02199233,"threshold_uncertainty_score":0.07357168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04546240041526754,"score_gpt":0.359277754432045,"score_spread":0.3138153540167775,"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."}}