{"id":"W4200340511","doi":"10.22148/001c.30702","title":"Collaborative Annotation as a Teaching Tool","year":2021,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Annotation; Reading (process); Context (archaeology); Ambiguity; Interpretation (philosophy); Task (project management); Computer science; Close reading; Pedagogy; Mathematics education; Library science; Psychology; Linguistics; Literature; Art; Artificial intelligence; Engineering; History; Archaeology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001023458,0.00005030569,0.0001327606,0.00002869984,0.0002946828,0.0001491162,0.00009014154,0.00004283946,0.0001503384],"category_scores_gemma":[0.003277119,0.00003681601,0.00009232258,0.0003171868,0.00005370427,0.0004363856,0.000009363733,0.0001972321,0.000008475996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001115232,"about_ca_system_score_gemma":0.000925199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003755429,"about_ca_topic_score_gemma":0.00007252892,"domain_scores_codex":[0.9988345,0.0003467372,0.0002592889,0.00005765329,0.0003958907,0.0001059521],"domain_scores_gemma":[0.9977526,0.0002024339,0.0002683569,0.00003960121,0.001652742,0.00008426042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006295798,0.0004736691,0.003109577,0.00002007567,0.0003630187,0.0001581604,0.1376618,0.0008790102,0.008936744,0.7136273,0.06011703,0.07459066],"study_design_scores_gemma":[0.0002597949,0.00006112317,0.003640276,0.00005142244,0.00008297021,0.00004327745,0.09437555,0.00004663519,0.0007148877,0.01437955,0.8862318,0.0001127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8423222,0.001084765,0.00120427,0.02598728,0.001185408,0.00007341228,0.000004858803,0.00001073725,0.1281271],"genre_scores_gemma":[0.9041894,0.0009476273,0.05483292,0.001001235,0.002068342,8.603677e-7,0.000005231318,0.000005774261,0.03694857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8261148,"threshold_uncertainty_score":0.3923254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04858644420887433,"score_gpt":0.4504787241836505,"score_spread":0.4018922799747762,"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."}}