{"id":"W3208049362","doi":"10.18260/1-2--30179","title":"CATME or ITP Metrics? Which One Should I Use for Design Team Development and Assessment?","year":2020,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Scope (computer science); Task (project management); Computer science; Team management; Set (abstract data type); Peer assessment; Engineering management; Project team; Knowledge management; Engineering; Psychology; Mathematics education; Systems engineering","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":[0.0001392828,0.0001735222,0.0001756607,0.00009334064,0.00005656923,0.0000977118,0.0000932238,0.00006838329,0.0001073501],"category_scores_gemma":[0.000138952,0.0001502364,0.00001682453,0.0004915062,0.000004992193,0.0001455563,0.000025458,0.0001174985,0.00001547205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000129194,"about_ca_system_score_gemma":0.0001550969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002273576,"about_ca_topic_score_gemma":0.000008986312,"domain_scores_codex":[0.9991677,0.000008401428,0.0002345089,0.0001999666,0.0001574471,0.0002319595],"domain_scores_gemma":[0.9994596,0.0001443136,0.00001686819,0.00009199784,0.00007737866,0.0002098662],"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":[0.0001230873,0.001004671,0.01085633,0.003585467,0.002414379,0.00001157644,0.01915033,0.1181605,0.0151253,0.01297189,0.5823238,0.2342727],"study_design_scores_gemma":[0.001607168,0.0001777559,0.02450268,0.00007800191,0.00007971343,0.000006046061,0.0007887934,0.2684465,0.0281586,0.00002737116,0.6748594,0.001267902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01748797,0.0001472742,0.9782311,0.0009278659,0.0003128125,0.0006436541,0.000004548843,0.0006772043,0.001567573],"genre_scores_gemma":[0.3075411,0.00008554104,0.690925,0.0003992206,0.00005677962,0.0002362917,0.00002363106,0.00004815081,0.0006842939],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2900531,"threshold_uncertainty_score":0.6126464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1588722338937247,"score_gpt":0.3030371474198859,"score_spread":0.1441649135261612,"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."}}