{"id":"W4403763973","doi":"10.24908/pceea.2023.17065","title":"Academic Buoyancy Measurements of First Year Engineering Students at the University of Saskatchewan","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Buoyancy; Engineering; Mathematics education; Psychology; Physics; Mechanics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002477314,0.00008851455,0.0001310105,0.0001989753,0.0002565271,0.0000306734,0.0005323928,0.0001328995,0.00004579487],"category_scores_gemma":[0.001721391,0.00008442658,0.00007482908,0.0008279505,0.00004826483,0.0001922417,0.00005044987,0.0002852449,0.000004100573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003241761,"about_ca_system_score_gemma":0.0007847046,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02486454,"about_ca_topic_score_gemma":0.02545643,"domain_scores_codex":[0.9988155,0.00002566531,0.000209035,0.0001283159,0.0006101604,0.0002113669],"domain_scores_gemma":[0.9989749,0.0001263115,0.0002486323,0.00007472113,0.000497203,0.00007820562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004177419,0.00004121567,0.8687229,0.0005336858,0.0002871531,6.322919e-8,0.08975151,0.0007175691,0.01123603,0.01226508,0.01571096,0.0007296859],"study_design_scores_gemma":[0.0004199914,0.00003213569,0.8008506,0.001846329,0.0002920825,0.000001000909,0.02893944,0.0009653184,0.01744462,0.0005018672,0.1481223,0.0005842104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894659,0.0002085107,0.00009866426,0.004157552,0.00170584,0.0004095313,0.00002433958,0.00006619055,0.003863496],"genre_scores_gemma":[0.9948223,0.00001261026,0.001004419,0.00001715817,0.0001089319,0.000003252012,0.000001714545,0.00001647352,0.004013132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1324114,"threshold_uncertainty_score":0.9923264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02111893379789914,"score_gpt":0.2844359310476671,"score_spread":0.2633169972497679,"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."}}