{"id":"W6949633561","doi":"10.5281/zenodo.2750937","title":"Annotations in the classroom; the classroom in annotations","year":2019,"lang":"en","type":"article","venue":"Figshare","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Annotation; Reading (process); Affect (linguistics); Mode (computer interface); Field (mathematics); Taste","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":[0.02042816,0.0008732596,0.0009116021,0.003171993,0.01032381,0.02392257,0.002970418,0.005254171,0.04192348],"category_scores_gemma":[0.07726,0.0008023408,0.0007546178,0.00416413,0.02303384,0.0448369,0.0144662,0.008559427,0.01634764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005486789,"about_ca_system_score_gemma":0.005348525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003867465,"about_ca_topic_score_gemma":0.004772026,"domain_scores_codex":[0.9693822,0.02164279,0.0005755016,0.003160456,0.0042114,0.001027673],"domain_scores_gemma":[0.9178042,0.05625074,0.00334271,0.0124767,0.005907819,0.00421778],"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":[0.0001289555,0.0001026128,0.001741182,0.0004364779,0.00001966701,0.0003202939,0.08839051,0.0003444116,0.001333026,0.5852337,0.201661,0.1202881],"study_design_scores_gemma":[0.00001547509,0.00002369328,0.0006030409,0.0005844643,0.000009524077,0.0001874696,0.02675141,0.000396992,0.001048916,0.1880012,0.7823367,0.00004102989],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01725981,0.009916737,0.2386642,0.2178984,0.01153897,0.0001804484,0.001464976,0.005343307,0.4977332],"genre_scores_gemma":[0.6016476,0.01092156,0.1065728,0.02550584,0.009220568,0.0008906077,0.001711105,0.00987694,0.2336531],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04192348,"threshold_uncertainty_score":0.1402481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2718471732291319,"score_gpt":0.4324383579091491,"score_spread":0.1605911846800172,"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."}}