{"id":"W6949732923","doi":"10.5281/zenodo.2750936","title":"Annotations in the classroom; the classroom in annotations","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002146724,0.0001147695,0.000134586,0.0002456221,0.0007612546,0.0003983001,0.0009511432,0.0000545674,0.003486743],"category_scores_gemma":[0.005072248,0.00008230721,0.00003834128,0.0009701612,0.0001310514,0.000138196,0.000249337,0.0004037538,0.003074173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100563,"about_ca_system_score_gemma":0.00001196655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002034575,"about_ca_topic_score_gemma":0.000007818164,"domain_scores_codex":[0.9975533,0.001247105,0.000332046,0.0002573479,0.0003163104,0.0002939021],"domain_scores_gemma":[0.9979132,0.001090583,0.0001165947,0.0005556443,0.000280898,0.00004303177],"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":[0.00004206879,0.0004153546,0.000318859,0.00008423851,0.00002582395,0.000007789657,0.01941661,0.0001803045,0.0006673514,0.4994929,0.4509266,0.0284221],"study_design_scores_gemma":[0.0006581857,0.0001041785,0.02034174,0.00003666395,0.00001420238,0.00004624414,0.01775765,0.0007656185,0.00005268937,0.06902846,0.8910158,0.000178604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4782633,0.0002098216,0.04941599,0.02916414,0.0009836245,0.00473161,0.0007704314,0.001063955,0.4353971],"genre_scores_gemma":[0.9850991,0.0000863743,0.008827497,0.001006393,0.0001203002,0.000001056119,0.0006784585,0.0006802634,0.003500606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5068357,"threshold_uncertainty_score":0.9977021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1594926229062795,"score_gpt":0.3679272473469195,"score_spread":0.20843462444064,"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."}}