{"id":"W2201244376","doi":"","title":"By Quantity or Quality? Note Writing Assessment in Online Discourse","year":2010,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Quality (philosophy); Linguistics; Quality assessment; Writing assessment; Psychology; Computer science; Epistemology; Mathematics education; Business; Philosophy; Marketing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002899278,0.0002097488,0.0003579584,0.0006052699,0.0002105668,0.00009996839,0.0002907352,0.00009265354,0.004364184],"category_scores_gemma":[0.0006112023,0.0001641096,0.00003484578,0.0002339568,0.001317794,0.0001658996,0.00009307051,0.0008481235,0.00002822896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003398916,"about_ca_system_score_gemma":0.0003541161,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003498781,"about_ca_topic_score_gemma":0.1493318,"domain_scores_codex":[0.9985492,0.00004682907,0.0004112201,0.0003915753,0.0002844487,0.0003167245],"domain_scores_gemma":[0.9986233,0.0006567101,0.0001615771,0.0002928909,0.00018679,0.00007879257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008185675,0.000501667,0.01465941,0.00001598408,0.00002979731,0.000004958187,0.003201292,6.891526e-8,0.0003828084,0.9740406,0.002410823,0.004744423],"study_design_scores_gemma":[0.001147924,0.0001658226,0.02849833,0.0002812585,0.0001054336,0.000007757485,0.03061061,0.0001573271,0.0003028871,0.9296823,0.008145142,0.0008951811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4239823,0.0002562928,0.0000125097,0.5560569,0.002302302,0.0002083084,0.0002092611,0.00009808718,0.0168741],"genre_scores_gemma":[0.9939158,0.0001292525,0.0006351364,0.0003485059,0.00094674,0.0001127955,0.0001913137,0.00001406165,0.00370642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5699335,"threshold_uncertainty_score":0.996546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05373138211832316,"score_gpt":0.3858554812555718,"score_spread":0.3321240991372486,"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."}}