{"id":"W4381549893","doi":"10.15760/nwjte.2023.18.1.2","title":"The Developmental Experiences of Exemplary Statistics Teachers","year":2023,"lang":"en","type":"article","venue":"Northwest Journal of Teacher Education","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Statistical analysis; Statistics education; Statistics; Psychology; Field (mathematics); Mathematics education; Medical education; Mathematics; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001632958,0.0001015917,0.0001818335,0.0001508886,0.0001482271,0.00003435518,0.0002802029,0.00004693208,0.0001005385],"category_scores_gemma":[0.00404293,0.00006959627,0.00005343715,0.0002775469,0.0001442697,0.00009142489,0.00002694659,0.0001853276,0.00001245758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009132933,"about_ca_system_score_gemma":0.001115858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003224185,"about_ca_topic_score_gemma":0.00004925017,"domain_scores_codex":[0.998574,0.0002324099,0.0006142926,0.00008333772,0.0003390291,0.0001569056],"domain_scores_gemma":[0.9970864,0.001694348,0.0006623534,0.00013603,0.0003486879,0.00007216071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005155681,0.0005994713,0.05175806,0.00007602119,0.0001206157,0.000004139684,0.2394839,0.000005616674,0.0004372715,0.01536583,0.5139118,0.1781857],"study_design_scores_gemma":[0.000381202,0.0001655684,0.1328577,0.0001303772,0.0001141419,0.0001492487,0.7229363,0.00001478287,0.002092585,0.07947917,0.06141968,0.0002593097],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910699,0.000273552,0.004647178,0.0003931856,0.002849975,0.0001190018,0.00001305016,0.00002375899,0.0006104498],"genre_scores_gemma":[0.6843408,0.0004394739,0.3094025,0.00006319025,0.0003738991,0.00004733866,0.0000328969,0.00003126757,0.005268648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4834524,"threshold_uncertainty_score":0.4840056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1225292380749328,"score_gpt":0.4239305193515062,"score_spread":0.3014012812765734,"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."}}