{"id":"W4389327456","doi":"10.1130/abs/2023am-393459","title":"A METAPHOR-CENTERED APPROACH: METAPHOR'S ROLE IN GEOSCIENCE EDUCATION, COMMUNICATION, &amp; COGNITION","year":2023,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Metaphor; Cognition; Computer science; Cognitive science; Knowledge management; Earth science; Psychology; Linguistics; Geology; Neuroscience","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":[0.001334062,0.0001931978,0.0003412475,0.0001218785,0.0005242268,0.00009658506,0.000606248,0.0001829762,0.0002083422],"category_scores_gemma":[0.0002105862,0.0001600641,0.0002104216,0.002488046,0.002349967,0.0002776295,0.00008251671,0.0003392051,0.00007402607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000044718,"about_ca_system_score_gemma":0.0004991286,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01707701,"about_ca_topic_score_gemma":0.0009543058,"domain_scores_codex":[0.997502,0.0003714239,0.0004874161,0.000446419,0.0005852845,0.0006074206],"domain_scores_gemma":[0.998288,0.0002476292,0.0004229802,0.0003960486,0.0004192572,0.0002261189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000137478,0.01081822,0.3867244,0.0001535804,0.0003715828,0.000001466703,0.1410994,0.0007577451,0.0002059775,0.003110784,0.01036452,0.4462548],"study_design_scores_gemma":[0.0004807788,0.0002192344,0.4270204,0.00006303287,0.00007015304,0.000003346634,0.1508435,0.000132025,0.00001599412,0.004123554,0.4166209,0.0004070929],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529521,0.0008153968,0.0004241848,0.01309972,0.0001351442,0.001500266,0.00001022598,0.0004094137,0.03065357],"genre_scores_gemma":[0.9549636,0.001131537,0.04143352,0.0008659303,0.00004438028,0.0003637418,0.0003279509,0.00001108174,0.0008583031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4458478,"threshold_uncertainty_score":0.9894683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06284333295575659,"score_gpt":0.3359614920515815,"score_spread":0.2731181590958249,"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."}}