{"id":"W4413835017","doi":"10.24908/iqurcp19085","title":"Competency Development Through Experiential Learning","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Experiential learning; Psychology; Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004839226,0.0005327518,0.000236791,0.0008906624,0.001474903,0.003891086,0.001669838,0.0008364477,0.01138938],"category_scores_gemma":[0.007205714,0.0001658945,0.0004043232,0.0006378651,0.003778203,0.002326851,0.006973886,0.002410614,0.00209688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001518825,"about_ca_system_score_gemma":0.004234022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000451493,"about_ca_topic_score_gemma":0.0008989332,"domain_scores_codex":[0.9966627,0.001843007,0.0001142146,0.0002442213,0.0007732351,0.000362672],"domain_scores_gemma":[0.9954904,0.002460494,0.0002636852,0.0004816533,0.0004468399,0.0008569775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001587833,0.004508211,0.006047893,0.00191013,0.00003066852,0.0009498656,0.1706802,0.003028834,0.006087223,0.1166117,0.02547263,0.6645138],"study_design_scores_gemma":[0.0001817816,0.002325248,0.01333414,0.004977211,0.00004955448,0.003445595,0.1540653,0.008137664,0.01719259,0.2483508,0.5477837,0.0001564208],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3211859,0.001247786,0.1564029,0.00889691,0.0005644365,0.002407602,0.0002532887,0.0005580437,0.508483],"genre_scores_gemma":[0.8492753,0.001809426,0.1100278,0.001342232,0.0001173891,0.001393289,0.0002229065,0.000050096,0.03576167],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01138938,"threshold_uncertainty_score":0.03810126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390833037204909,"score_gpt":0.3784873104670471,"score_spread":0.2394040067465563,"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."}}