{"id":"W2565107300","doi":"10.2495/dne-v12-n2-185-193","title":"The de mestral project: Using macro photo-journaling to stimulate interest in bio-inspired design and science, technology, engineering and mathematics disciplines","year":2016,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Journaling file system; Creativity; Macro; Engineering; The arts; Engineering ethics; Engineering management; Computer science; Visual arts; Political science; Art; Computer file","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001200643,0.0001295892,0.0001392532,0.0008281884,0.00008968604,0.000237038,0.0002781687,0.000106347,0.000001346506],"category_scores_gemma":[0.0004946166,0.00008388948,0.0000194938,0.000354545,0.00009619047,0.0004397087,0.00005749573,0.0003567463,2.82628e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001630126,"about_ca_system_score_gemma":0.0001138133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001756927,"about_ca_topic_score_gemma":0.000007005778,"domain_scores_codex":[0.9991673,0.00002441959,0.0003413086,0.0001071749,0.0001528338,0.0002069104],"domain_scores_gemma":[0.99907,0.0004662266,0.0001269312,0.00006855413,0.0001783012,0.00008999123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004114866,0.0001316303,0.003943951,0.00009149093,0.0004144582,0.0002104382,0.003789579,0.2095962,0.707542,0.00725687,0.0001277964,0.06648408],"study_design_scores_gemma":[0.0006486062,0.00009064045,0.001312547,0.0005514315,0.00003623382,0.001894301,0.0005310796,0.9842518,0.005767064,0.004238001,0.0004608161,0.0002174972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6507047,0.000629606,0.3471566,0.0009109743,0.0004430469,0.0001256932,0.000002083661,0.00001653466,0.0000107447],"genre_scores_gemma":[0.8964058,0.0007916707,0.1026645,0.00003119153,0.00007689804,0.000002453153,1.13961e-7,0.00001640945,0.00001095492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7746556,"threshold_uncertainty_score":0.3420914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02664014212529135,"score_gpt":0.3094817966073176,"score_spread":0.2828416544820262,"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."}}