{"id":"W4399713206","doi":"10.21606/drs.2024.649","title":"Expertise profiling in design schools: A theoretical framework","year":2024,"lang":"en","type":"article","venue":"Proceedings of DRS","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Profiling (computer programming); Computer science; Data science; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007182512,0.00009909197,0.0001332942,0.0002089078,0.00002035566,0.00004859802,0.0001329309,0.0001119557,0.0007772996],"category_scores_gemma":[0.0003235198,0.00008871157,0.0000377074,0.0004092662,0.00005362288,0.000136017,0.00003012901,0.0002577969,0.0001701433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005066422,"about_ca_system_score_gemma":0.00004921694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002628097,"about_ca_topic_score_gemma":8.547128e-8,"domain_scores_codex":[0.9990462,0.00001069113,0.0002730337,0.0002646194,0.000190729,0.0002147028],"domain_scores_gemma":[0.9996961,0.0001114184,0.00003283462,0.00004621269,0.00007422362,0.00003915258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001409218,0.00007820221,0.01503375,0.0001075293,0.00003664327,0.00000566705,0.01347657,0.000002361923,0.01063742,0.9416909,0.001624781,0.01716521],"study_design_scores_gemma":[0.0008467798,0.0003759287,0.01866533,0.002218103,0.00006139139,0.00002706351,0.01103199,0.01030242,0.05276806,0.9024921,0.0005927409,0.0006181096],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616916,0.00132139,0.005627612,0.001040988,0.0005872803,0.0004611182,5.861298e-7,0.0001303617,0.02913908],"genre_scores_gemma":[0.9794898,0.00001719252,0.02006509,0.00003913946,0.00008782225,0.0001327369,7.889829e-7,0.0000178668,0.00014953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04213064,"threshold_uncertainty_score":0.8510886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03995701482751956,"score_gpt":0.3498929062497474,"score_spread":0.3099358914222278,"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."}}