{"id":"W4405675022","doi":"10.24908/pceea.2024.18588","title":"Longitudinal changes in teaming dimensions from self- and peer-feedback in early year design courses","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Mount Royal University; University of Winnipeg; Queen's University","funders":"","keywords":"Psychology; Longitudinal study; Peer feedback; Peer review; Computer science; Applied psychology; Social psychology; Mathematics education; Mathematics; Political science; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.004509733,0.0002710024,0.0003610332,0.001455639,0.0009557051,0.001180865,0.0005089311,0.000685092,0.00110711],"category_scores_gemma":[0.01442117,0.0002225914,0.000373669,0.0007299696,0.0005215553,0.0007570992,0.001138787,0.00113846,0.0006071907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009492045,"about_ca_system_score_gemma":0.0009166774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01144051,"about_ca_topic_score_gemma":0.01922442,"domain_scores_codex":[0.9979917,0.0005425499,0.0001190914,0.0002231487,0.0007798452,0.0003436596],"domain_scores_gemma":[0.9865372,0.002368208,0.002769601,0.0009363515,0.004910133,0.002478514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004625696,0.001702624,0.9572138,0.00002566153,0.00005987856,0.0001004606,0.005520348,0.0002438184,0.001841537,0.00006139994,0.0003960714,0.03237184],"study_design_scores_gemma":[0.00000394104,0.0007711287,0.9963791,0.000009813567,0.00001183402,0.00004290513,0.001234446,0.0002206645,0.000858495,0.00002984215,0.0004232654,0.00001446316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991888,0.00004925616,0.0001548954,0.00002616876,0.000006342402,0.00001760401,0.00008666989,0.00001141873,0.0004587982],"genre_scores_gemma":[0.9986629,0.00003516307,0.0001629067,0.00001294837,0.000003369388,0.00002581356,0.0002095329,0.000005188433,0.0008821459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01144051,"threshold_uncertainty_score":0.02385002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003039304504876,"score_gpt":0.2925928677550266,"score_spread":0.2725624747099779,"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."}}