{"id":"W7134226245","doi":"10.21606/drslxd.2025.015","title":"Tutor guidance in design studio: study of effects and challenges","year":2025,"lang":"","type":"article","venue":"","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"TUTOR; Data collection; Ideation; Studio; Process (computing); Outcome (game theory); Engineering design process; Research design; Framing (construction); Activity theory","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":[0.01869673,0.0006542375,0.0008813671,0.001464031,0.001970067,0.003617945,0.001763681,0.001946261,0.002063398],"category_scores_gemma":[0.1060066,0.0006825146,0.0005572347,0.001158396,0.001977901,0.00232175,0.003802479,0.001754407,0.0004954455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001733203,"about_ca_system_score_gemma":0.001506948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001025209,"about_ca_topic_score_gemma":0.001432352,"domain_scores_codex":[0.951948,0.03877744,0.00122118,0.002367825,0.004277417,0.001408067],"domain_scores_gemma":[0.7511725,0.2174451,0.009180729,0.008268264,0.008858206,0.005075256],"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":[0.002206345,0.01331188,0.161803,0.002561696,0.0003294976,0.003483863,0.3881157,0.004754674,0.02521175,0.002960779,0.003389277,0.3918716],"study_design_scores_gemma":[0.002563949,0.06909359,0.350739,0.001543342,0.001070543,0.007141905,0.3813232,0.03011155,0.05756797,0.006444579,0.09177726,0.0006231493],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902001,0.0002521773,0.004718876,0.0002440092,0.00002230177,0.0003071543,0.00002293154,0.0001668671,0.004065622],"genre_scores_gemma":[0.992235,0.0001587701,0.00629324,0.0001240087,0.00001607741,0.0002203427,0.00002848839,0.00004311525,0.0008808353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01869673,"threshold_uncertainty_score":0.09887898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1173448594948717,"score_gpt":0.4293168438807455,"score_spread":0.3119719843858738,"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."}}