{"id":"W4300643751","doi":"10.52842/conf.ecaade.2012.2.097","title":"Collaboration and Design Education Through the Interconnected HIS: Immature vs. Mature CI Loops Observed Through Ethnography by Telepresence","year":2012,"lang":"en","type":"article","venue":"eCAADe proceedings","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Studio; Conversation; Computer science; Ideation; Design studio; Conceptual design; Process (computing); Ethnography; Set (abstract data type); Engineering design process; Creativity; Human–computer interaction; Design process; Multimedia; Sociology; Psychology; Engineering; Work in process","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":[0.0003334956,0.0002464691,0.0001644724,0.00005563723,0.000207647,0.0003330918,0.0002365404,0.0002329433,0.0000818491],"category_scores_gemma":[0.0002920024,0.0001996347,0.00003457762,0.000939674,0.00006986399,0.002961148,0.00002909878,0.0005030487,0.00003829681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006432764,"about_ca_system_score_gemma":0.00005412085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002756687,"about_ca_topic_score_gemma":0.000001727545,"domain_scores_codex":[0.9989346,0.00004534155,0.0002431531,0.0002304417,0.000204448,0.0003420417],"domain_scores_gemma":[0.9992061,0.0001757288,0.0001199512,0.0001566571,0.0002478551,0.00009371126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009111148,0.0001244572,0.00106762,0.0002015631,0.00007425783,1.087739e-7,0.0508196,0.00002671078,0.03722155,0.002912798,0.9059124,0.001547805],"study_design_scores_gemma":[0.0004218082,0.00007424223,0.005729103,0.0001690345,0.0001403234,0.00005826357,0.02998822,0.0009330365,0.05173055,0.003144009,0.9069352,0.0006762691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6721127,0.1052524,0.05153678,0.08921951,0.01202226,0.006736361,0.0001040891,0.003830119,0.05918574],"genre_scores_gemma":[0.9858462,0.0008180209,0.01064424,0.001444961,0.0004434834,0.0002168843,0.00003449446,0.00005437153,0.000497373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3137335,"threshold_uncertainty_score":0.8140868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02979441477260154,"score_gpt":0.2701694922775956,"score_spread":0.2403750775049941,"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."}}