{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006625101,0.000283122,0.0003340977,0.0006239179,0.0000269427,0.00003674475,0.0002364306,0.0002908359,0.0002405119],"category_scores_gemma":[0.0003922305,0.0003086558,0.00003070476,0.0008506738,0.00002826053,0.0001558628,0.0001097059,0.0007167723,0.0001320805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002853617,"about_ca_system_score_gemma":0.0006222107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001639302,"about_ca_topic_score_gemma":0.0001383649,"domain_scores_codex":[0.9986015,0.0001015368,0.0005141655,0.0003049596,0.0002304715,0.0002473533],"domain_scores_gemma":[0.9989483,0.000107839,0.0002950895,0.0003756324,0.0002243957,0.00004874517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009130404,0.002296302,0.06531966,0.005995075,0.001681449,0.00006093944,0.5359419,0.05477703,0.006775173,0.02068132,0.1603839,0.1451742],"study_design_scores_gemma":[0.003029138,0.0002381041,0.4107995,0.006461036,0.0002533428,0.00002707654,0.02263765,0.002168623,0.1745766,0.0037743,0.3712867,0.004747895],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.843802,0.0009603209,0.01010212,0.0005412895,0.00451015,0.001827945,0.00001472078,0.000446038,0.1377954],"genre_scores_gemma":[0.9761489,0.0001528588,0.01959334,0.00007154702,0.000123279,0.0002202473,0.00007793497,0.00007397676,0.003537887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5133043,"threshold_uncertainty_score":0.9999366,"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."}}