{"id":"W2741706036","doi":"10.1145/3084363.3085161","title":"Concept through creation","year":2017,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Adidas (Canada)","funders":"","keywords":"Workflow; Computer science; Product (mathematics); Creativity; Pipeline (software); Visualization; Factory (object-oriented programming); New product development; Knowledge management; Business; Marketing","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":[0.005783848,0.0009824239,0.0004636755,0.001944012,0.003412299,0.01068077,0.001979368,0.001936937,0.04198664],"category_scores_gemma":[0.008905632,0.0004729434,0.001325568,0.001073728,0.01046266,0.01335224,0.009950285,0.003292796,0.01244589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00172629,"about_ca_system_score_gemma":0.00348052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000760413,"about_ca_topic_score_gemma":0.0009486109,"domain_scores_codex":[0.9961072,0.001894842,0.0001463428,0.0005071335,0.001063088,0.000281433],"domain_scores_gemma":[0.9957194,0.001705547,0.0001590989,0.001305627,0.0005420552,0.0005683331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002358076,0.00003322295,0.000159035,0.0001967934,0.00001065568,0.0001232164,0.003540382,0.0002023969,0.0006365704,0.8924752,0.03521571,0.06738325],"study_design_scores_gemma":[0.00001054637,0.00002250976,0.00006801228,0.0001686245,0.000005895025,0.0003269723,0.0009257608,0.0003966085,0.0005773854,0.2113374,0.7861445,0.00001579813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005331162,0.004843531,0.3260415,0.01246436,0.005256721,0.0005881134,0.0003517403,0.002443113,0.6426798],"genre_scores_gemma":[0.1762569,0.008952155,0.3831159,0.005990137,0.001616207,0.001622742,0.00100617,0.002299034,0.4191408],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04198664,"threshold_uncertainty_score":0.1404593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0372736212832364,"score_gpt":0.3318191491174388,"score_spread":0.2945455278342023,"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."}}