{"id":"W4290981120","doi":"","title":"Exploring mathematical stories of future elementary teachers: an analysis of shifts in affect in mathematics","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Affect (linguistics); Mathematics education; Elementary mathematics; Computer science; Mathematics; Psychology; Communication","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":[0.002194701,0.0002398044,0.0002400915,0.001213339,0.003686875,0.005700167,0.0008083042,0.001111872,0.004186722],"category_scores_gemma":[0.01771648,0.0002984557,0.0001606427,0.001228441,0.003516003,0.003406035,0.00331255,0.002218331,0.0004262802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001583539,"about_ca_system_score_gemma":0.0006613781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004031905,"about_ca_topic_score_gemma":0.008585441,"domain_scores_codex":[0.9983779,0.001009285,0.00003487212,0.0001240469,0.0002664555,0.0001873312],"domain_scores_gemma":[0.9850836,0.01089988,0.001565317,0.0003463693,0.0008731697,0.001231509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007008046,0.00003697164,0.01919136,0.00004914945,0.000008548741,0.0004359328,0.9715209,0.00004669554,0.0009850513,0.002662512,0.0004695911,0.004523242],"study_design_scores_gemma":[0.000003908658,0.00003556467,0.06320427,0.00004728333,0.000009551109,0.0002721752,0.9220552,0.000173338,0.000343154,0.001361942,0.01247894,0.0000146627],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790753,0.0002052217,0.0007251903,0.0008046078,0.00002004311,0.00001726979,0.00007062533,0.000009133771,0.01907273],"genre_scores_gemma":[0.9980056,0.0001371618,0.0001842481,0.00007325403,0.000009130204,0.00001873311,0.00004240965,0.00001431576,0.001515166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005700167,"threshold_uncertainty_score":0.01400596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1378011705547376,"score_gpt":0.3574370848510789,"score_spread":0.2196359142963414,"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."}}