{"id":"W1956851439","doi":"10.24908/pceea.v0i0.4888","title":"Visualization Performance and Rapid Prototyping in First Year Design","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visualization; Modalities; Computer science; Graphics; Variance (accounting); Computer graphics; Modality (human–computer interaction); Software; Human–computer interaction; Computer graphics (images); Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0082088,0.0006573933,0.0004442512,0.001880146,0.0007679228,0.00364209,0.0008258369,0.0008585271,0.01006926],"category_scores_gemma":[0.04807774,0.0003340046,0.0007138365,0.0008684463,0.0009852354,0.001680117,0.001775069,0.001143698,0.001515325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009947091,"about_ca_system_score_gemma":0.0008225169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001268441,"about_ca_topic_score_gemma":0.001184925,"domain_scores_codex":[0.9954547,0.001389924,0.0003308329,0.0003877269,0.001835033,0.0006016989],"domain_scores_gemma":[0.9504842,0.03040619,0.006857554,0.002967468,0.005553327,0.003731173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002746178,0.004570462,0.4669982,0.0006676275,0.0001693486,0.0006686451,0.03549076,0.01587795,0.03276943,0.006530822,0.004413163,0.4290975],"study_design_scores_gemma":[0.0001313318,0.01595811,0.9001635,0.000299725,0.0001259993,0.001291153,0.01034721,0.01215584,0.03675265,0.003575576,0.01895197,0.0002469918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894246,0.0002466441,0.002482758,0.00009748087,0.00002896918,0.00003575865,0.00005080662,0.0001062258,0.007526825],"genre_scores_gemma":[0.9938641,0.0001273275,0.001844537,0.00001189054,0.00000865505,0.0000247472,0.00006565169,0.00002428527,0.004028859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01006926,"threshold_uncertainty_score":0.0434128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007633964829121348,"score_gpt":0.1943054812071094,"score_spread":0.186671516377988,"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."}}