{"id":"W2249895101","doi":"","title":"Creative teamwork in quick projects development QPD, 24 hours of innovation","year":2011,"lang":"en","type":"preprint","venue":"Espace ÉTS (ETS)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Teamwork; General partnership; Context (archaeology); Competition (biology); Innovation management; Knowledge management; Work (physics); Empirical research; Engineering; Business; Psychology; Management; Computer science; Mechanical engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003647991,0.0003943043,0.0005860841,0.000809989,0.001277765,0.001727251,0.0009490612,0.0008826871,0.02766589],"category_scores_gemma":[0.01152966,0.0003704956,0.0004074224,0.0008182731,0.0007624523,0.000916051,0.003801521,0.0008135611,0.00274522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092273,"about_ca_system_score_gemma":0.001130783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347225,"about_ca_topic_score_gemma":0.002078352,"domain_scores_codex":[0.9970244,0.001569792,0.0001186092,0.0004231427,0.0004709772,0.0003930129],"domain_scores_gemma":[0.9913292,0.004772511,0.0003885995,0.0009037191,0.0005496735,0.002056356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01182396,0.007190704,0.02539442,0.002090488,0.0001163867,0.001944082,0.0339561,0.01765887,0.0307722,0.03374705,0.02653802,0.8087677],"study_design_scores_gemma":[0.005230786,0.02300419,0.3901409,0.001376677,0.0002800289,0.002549376,0.06241019,0.09189971,0.05530747,0.1238836,0.2433409,0.0005762234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8965572,0.0004319403,0.05275812,0.0004669586,0.0002061718,0.0009595542,0.0007948587,0.0007280582,0.04709701],"genre_scores_gemma":[0.9525055,0.00008622485,0.02534775,0.00005054198,0.0000274867,0.000618687,0.0003940021,0.000109425,0.02086035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02766589,"threshold_uncertainty_score":0.09255159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04472677487664838,"score_gpt":0.2885394936825157,"score_spread":0.2438127188058674,"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."}}