{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003449379,0.0004578603,0.0001549382,0.0006290295,0.001806893,0.001850684,0.0007848192,0.0009844881,0.01768575],"category_scores_gemma":[0.005744938,0.0001742797,0.0002634688,0.0002881336,0.001792744,0.001475853,0.003241049,0.0009844885,0.001948917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004936269,"about_ca_system_score_gemma":0.0009007423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002492126,"about_ca_topic_score_gemma":0.001323552,"domain_scores_codex":[0.998531,0.0008056763,0.00004394963,0.0002270842,0.0002727597,0.0001195756],"domain_scores_gemma":[0.9950103,0.002829166,0.0002505836,0.0009852019,0.0002388041,0.0006859996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001143968,0.007218671,0.010515,0.001571103,0.00006033623,0.001534731,0.033062,0.003035989,0.07811342,0.09853056,0.1308415,0.6343727],"study_design_scores_gemma":[0.0003588529,0.002545139,0.0180562,0.0002843584,0.0000317735,0.001559394,0.01378693,0.002856223,0.03995987,0.02005205,0.9004231,0.00008610811],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6132667,0.0009439558,0.07147249,0.006949824,0.001173495,0.001864091,0.0008718441,0.002134272,0.3013233],"genre_scores_gemma":[0.7303625,0.0006214447,0.1502831,0.001683322,0.0002348731,0.001477759,0.0005034984,0.000522104,0.1143114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01768575,"threshold_uncertainty_score":0.0591647,"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."}}