{"id":"W2305489861","doi":"10.21890/ijres.62392","title":"How Could Mathematics Teachers Know Complexity Inquiry?","year":2016,"lang":"en","type":"article","venue":"International Journal of Research in Education and Science","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Mathematics education; Faculty development; Psychology; Pedagogy; Teaching method; Professional development","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":[0.004215314,0.00007367371,0.0001082055,0.001173642,0.0001486368,0.00073293,0.001939857,0.00003095468,0.00001512361],"category_scores_gemma":[0.001295954,0.00005101178,0.00003200349,0.0008020097,0.001106683,0.001981636,0.0002689743,0.0002325124,0.000008707942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000495222,"about_ca_system_score_gemma":0.001805785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003707188,"about_ca_topic_score_gemma":0.00002208971,"domain_scores_codex":[0.9975293,0.0001101099,0.0002897407,0.0002321042,0.00156846,0.0002702847],"domain_scores_gemma":[0.9970205,0.0003331187,0.0001870778,0.0002426457,0.001998328,0.0002182811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001570469,0.001042858,0.01372524,0.00002015461,0.00001494484,0.00001020086,0.02721037,0.000004043683,0.007144442,0.314691,0.006293398,0.6298276],"study_design_scores_gemma":[0.00160366,0.0004105238,0.189758,0.001429142,0.000004277922,0.001074149,0.03240295,0.005963662,0.005249796,0.6920222,0.06960412,0.0004775565],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7729516,0.000596247,0.07633104,0.1420792,0.006416448,0.0001622178,0.000001768865,0.00001937988,0.001442116],"genre_scores_gemma":[0.9722012,0.0003786313,0.02627999,0.0001254856,0.0004737944,0.000004702912,2.661738e-7,0.0000032452,0.000532737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6293501,"threshold_uncertainty_score":0.7067661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2528394249851434,"score_gpt":0.4834149992344266,"score_spread":0.2305755742492832,"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."}}