{"id":"W4411145430","doi":"10.1130/abs/2025ne-408489","title":"LESSONS LEARNED USING TACTILE, DIGITAL AND FIELD TOOLS AND EXPERIENCES TO IMPROVE ENGAGEMENT, GEOLOGICAL UNDERSTANDING AND RELATION TO EVERYDAY LIFE","year":2025,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto; University of Waterloo","funders":"","keywords":"Relation (database); Field (mathematics); Everyday life; Human–computer interaction; Computer science; Psychology; Epistemology","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":[0.003037741,0.001640919,0.0006889297,0.0006282724,0.001686019,0.002543473,0.002128855,0.001504668,0.01014415],"category_scores_gemma":[0.006276588,0.0003676158,0.0008270655,0.0004170247,0.002008401,0.002790167,0.004248012,0.003594468,0.002058499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221949,"about_ca_system_score_gemma":0.002064154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001774156,"about_ca_topic_score_gemma":0.005409688,"domain_scores_codex":[0.9982517,0.0007158365,0.00007447084,0.000260818,0.0003121377,0.0003849566],"domain_scores_gemma":[0.9978028,0.0009370999,0.00006012778,0.0002127186,0.0003791067,0.0006082533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002835509,0.01225214,0.00338265,0.003209264,0.0001120817,0.002683521,0.1092952,0.001809438,0.01574119,0.01034482,0.07094076,0.7699454],"study_design_scores_gemma":[0.0003834289,0.004383351,0.02024888,0.004762474,0.0003171893,0.004580209,0.1940551,0.003025339,0.02738788,0.0393281,0.7012009,0.0003272748],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6699947,0.00732927,0.09575833,0.03651668,0.005988728,0.002673303,0.0009378199,0.002141097,0.1786601],"genre_scores_gemma":[0.7773113,0.009628748,0.0874989,0.006304046,0.0006932639,0.00165546,0.0006184638,0.0005412606,0.1157485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01014415,"threshold_uncertainty_score":0.03393555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08579117338616007,"score_gpt":0.3246300496502022,"score_spread":0.2388388762640421,"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."}}