{"id":"W2959557956","doi":"10.18280/rces.050105","title":"3D model for design team innovation","year":2019,"lang":"en","type":"article","venue":"Review of Computer Engineering Studies","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Knowledge management; Business; Computer science; Process management; Manufacturing engineering; Engineering management; Engineering","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":[0.0008240113,0.001022044,0.000870651,0.002633269,0.0006918837,0.004110507,0.002005939,0.002844757,0.01718758],"category_scores_gemma":[0.002310417,0.0006903592,0.001588808,0.002352397,0.001678419,0.002474573,0.002005592,0.0013168,0.00349067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001754649,"about_ca_system_score_gemma":0.001870531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004967329,"about_ca_topic_score_gemma":0.003373217,"domain_scores_codex":[0.9989682,0.0002845467,0.00005963086,0.0001086492,0.000524943,0.00005391439],"domain_scores_gemma":[0.9988397,0.0005703049,0.0000990252,0.000213117,0.0002179137,0.00005993514],"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":[0.00008017175,0.00008522501,0.001388871,0.002051478,0.00008509401,0.0002484626,0.0009949789,0.1777309,0.003325926,0.5016877,0.01645646,0.2958648],"study_design_scores_gemma":[0.0000595127,0.0001401166,0.001762029,0.001528271,0.0001014694,0.0006004469,0.0005679487,0.4063647,0.002763418,0.2081041,0.3778661,0.0001416805],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01395191,0.01750527,0.8613265,0.00416778,0.001066883,0.0002356644,0.001299369,0.001806116,0.09864045],"genre_scores_gemma":[0.4122129,0.03422378,0.5174922,0.001170735,0.0003793066,0.001104102,0.001740524,0.0004524433,0.03122389],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01718758,"threshold_uncertainty_score":0.05749816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05770894740493204,"score_gpt":0.3175843284949149,"score_spread":0.2598753810899829,"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."}}