{"id":"W2096208965","doi":"","title":"Emerging technologies in a tele-collaborative design studio between the Pennsylvania State University and Carleton University","year":2008,"lang":"en","type":"article","venue":"Journal of Information Technology in Construction","topic":"Design Education and Practice","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; McGill University","funders":"","keywords":"Studio; Multimedia; Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0003353168,0.00007228603,0.0001356284,0.001173805,0.0001000806,0.00001100331,0.000142154,0.0001186311,0.000003030621],"category_scores_gemma":[0.0001452084,0.00006734103,0.00001270812,0.001235997,0.0001969067,0.001394697,0.0000243805,0.0004558415,0.000002742521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002369531,"about_ca_system_score_gemma":0.0001048522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007757185,"about_ca_topic_score_gemma":0.000009487146,"domain_scores_codex":[0.999464,0.00006031107,0.0002552946,0.00003950841,0.00008358865,0.00009733986],"domain_scores_gemma":[0.9994083,0.0001282502,0.0002313803,0.00007341676,0.0001452069,0.00001342353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003132268,0.00004201189,0.3711096,0.00006306501,0.0002345682,0.0001599969,0.01853734,0.02225775,0.0009484048,0.00454056,0.001437916,0.5803556],"study_design_scores_gemma":[0.007268913,0.0006221228,0.236212,0.0002864958,0.0001476525,0.004738324,0.6169228,0.006609473,0.02374252,0.009137838,0.0933634,0.0009484153],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507886,0.0001223257,0.0467865,0.001508564,0.0001539689,0.0001668832,0.000003396042,0.0001115046,0.0003582307],"genre_scores_gemma":[0.9902813,0.001708536,0.007991387,0.000004700076,0.000005211873,2.48625e-7,5.174105e-7,0.000002394728,0.00000568216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5983855,"threshold_uncertainty_score":0.2746087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008413984081638327,"score_gpt":0.2013948201487096,"score_spread":0.1929808360670713,"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."}}