{"id":"W3161309948","doi":"10.1007/s42330-020-00111-9","title":"On the Occasion of an Anniversary, Eh: Confessions of a Canadian Math Ed Editor","year":2020,"lang":"en","type":"editorial","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Timeline; Desk; Meaning (existential); Psychology; Mathematics education; Mathematics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008338947,0.0001688455,0.0003560192,0.002220382,0.0003025233,0.00003942932,0.001022728,0.0004881129,0.0002889064],"category_scores_gemma":[0.001505244,0.000114986,0.00005206712,0.001399572,0.001675286,0.0001013593,0.00002084387,0.0007354289,0.00001053377],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001614734,"about_ca_system_score_gemma":0.01386997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01626847,"about_ca_topic_score_gemma":0.009808626,"domain_scores_codex":[0.9984717,0.000043107,0.0005438409,0.0002488251,0.0004029906,0.0002894918],"domain_scores_gemma":[0.9965792,0.0003937892,0.0009170991,0.0003686592,0.001141759,0.0005994863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000585695,0.0001838455,0.0001088426,0.00003651704,0.0000301779,0.000005796161,0.002467039,2.28623e-7,0.0001425873,0.148429,0.8470849,0.001505234],"study_design_scores_gemma":[0.0005074088,0.001986514,0.002056813,0.001393149,0.0001872204,0.0001176044,0.05372624,0.00003536384,0.0001717914,0.1231768,0.816191,0.0004500909],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.3135653,0.0005067655,0.00001634193,0.0169883,0.6621615,0.0004060434,0.0002759673,0.00000783528,0.006071941],"genre_scores_gemma":[0.851837,0.0001343786,0.004558732,0.0003543006,0.1421666,0.00003718359,0.00006194798,0.00004439641,0.0008054039],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5382718,"threshold_uncertainty_score":0.9917205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02470700974114964,"score_gpt":0.336074402588607,"score_spread":0.3113673928474573,"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."}}