{"id":"W2972100592","doi":"","title":"COLLABORATION BETWEEN THE DESIGN INDUSTRY AND DESIGN EDUCATIONS MANAGED BY A THIRD PARTY ORGANISATION","year":2018,"lang":"en","type":"article","venue":"VBN Forskningsportal (Aalborg Universitet)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Third party; Business; Engineering management; Knowledge management; Engineering; Computer science; Internet privacy","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":[],"consensus_categories":[],"category_scores_codex":[0.0006159142,0.0001671752,0.0001369947,0.000152665,0.00105183,0.0004201207,0.0005675115,0.0001671776,0.0001590478],"category_scores_gemma":[0.00009499551,0.000148305,0.00002530206,0.001059343,0.0001650612,0.001399504,0.0001345904,0.0003507361,0.0001375943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001095461,"about_ca_system_score_gemma":0.0003700373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009360391,"about_ca_topic_score_gemma":0.000009271129,"domain_scores_codex":[0.9986956,0.0002160366,0.0002001071,0.0003794219,0.0002441128,0.0002647928],"domain_scores_gemma":[0.9988592,0.0002050638,0.0002259542,0.0003325939,0.0002223822,0.0001548329],"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":[0.00007848704,0.0003010473,0.1115353,0.00003055333,0.0002959637,0.00001623369,0.09885934,0.0004880061,0.004246088,0.1090927,0.6627663,0.01228984],"study_design_scores_gemma":[0.003581006,0.002020767,0.2073643,0.0001923726,0.0005664637,0.00007845996,0.2188044,0.02540114,0.03358131,0.009325872,0.4961154,0.002968461],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3750311,0.00006080037,0.5960123,0.0103739,0.0005803156,0.001063935,0.000008242568,0.0003869547,0.01648249],"genre_scores_gemma":[0.9807264,0.00001076953,0.0137346,0.0003740609,0.000148754,0.000006833532,0.00003595096,0.00001470434,0.004947882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6056954,"threshold_uncertainty_score":0.8089933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02075690568706912,"score_gpt":0.2450262333914586,"score_spread":0.2242693277043895,"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."}}