{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002567968,0.00002376173,0.0000223085,0.000003864081,0.0000738193,0.00007489798,0.00006049019,0.0000148516,0.001438152],"category_scores_gemma":[0.00004371685,0.00002216042,0.000006997042,0.000006350776,0.00001084004,0.000369843,0.000003197756,0.00002631873,0.0004160469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000679347,"about_ca_system_score_gemma":0.000004141391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003125082,"about_ca_topic_score_gemma":0.000003420844,"domain_scores_codex":[0.999871,0.000003384403,0.00003127703,0.00002838787,0.0000268217,0.00003917078],"domain_scores_gemma":[0.999787,0.00001960891,0.00001043368,0.0001603571,0.00001008016,0.00001246948],"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":[0.000005736047,0.00004264783,0.001290147,0.00002208153,0.00005375742,0.000002562862,0.004659525,0.00156401,0.004246638,0.2184269,0.6256766,0.1440095],"study_design_scores_gemma":[0.0001068821,0.000004393033,0.009192352,0.000002490397,0.000004863146,0.000002076381,0.0001432135,0.002417981,0.00955402,0.00111888,0.9773814,0.00007141042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002324339,0.00003782069,0.03372291,0.0006704945,0.0004918883,0.00002626149,3.556186e-7,0.0001186057,0.9626073],"genre_scores_gemma":[0.9856838,0.00002233124,0.002332072,0.0001264207,0.00008139104,0.000002627013,0.000001610686,0.000004551283,0.01174518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9833595,"threshold_uncertainty_score":0.9994746,"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."}}