{"id":"W2308497147","doi":"10.11575/prism/5282","title":"Exploring New Frontiers in Self and Peer Assessment","year":2014,"lang":"en","type":"article","venue":"Open MIND","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Literacy; Pedagogy; Peer assessment; Mathematics education; Psychology; Sociology; Public relations; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00103749,0.00006108383,0.0001202233,0.00004657147,0.0001464682,0.0003468224,0.0002809861,0.00002997771,0.0005033113],"category_scores_gemma":[0.00003739692,0.00006010681,0.00001400854,0.0001374253,0.00003264099,0.0005990776,0.0001278792,0.00007296576,0.00004247443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006724449,"about_ca_system_score_gemma":0.0001131572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124659,"about_ca_topic_score_gemma":0.001246541,"domain_scores_codex":[0.9991516,0.00008396423,0.0001029635,0.0001828245,0.0002871079,0.0001915296],"domain_scores_gemma":[0.9997238,0.00004206148,0.0000330669,0.00008202349,0.00002049346,0.00009856492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008110723,0.00005876597,0.6081929,0.000001639738,0.00001936173,0.000002605964,0.05467455,0.000002168036,0.00002552259,0.001289854,0.006225821,0.3294988],"study_design_scores_gemma":[0.0006598189,0.00002887191,0.200415,0.00001610912,0.00001154265,9.377938e-8,0.02188142,0.0001023994,0.00002196164,0.0003591333,0.7763641,0.0001396204],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6975553,0.00001781829,0.0002392007,0.002126124,0.0004292144,0.0002414513,3.304013e-7,0.000002495253,0.2993881],"genre_scores_gemma":[0.9209859,0.00009937541,0.06312556,0.00004689888,0.0002429272,0.00001692873,0.000002032179,0.000006858957,0.01547351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7701383,"threshold_uncertainty_score":0.5510905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1448085639772032,"score_gpt":0.3969174249054853,"score_spread":0.2521088609282821,"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."}}