{"id":"W2994751710","doi":"10.32370/ia_2019_12_9","title":"Innovation Engineering Education","year":2019,"lang":"en","type":"article","venue":"Intellectual Archive","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creativity; Task (project management); Process (computing); Creative brief; Engineering ethics; Professional development; Institution; Knowledge management; Engineering; Pedagogy; Psychology; Sociology; Computer science","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":[0.002038293,0.0004969432,0.0004438142,0.001809806,0.002052819,0.004542361,0.0006573513,0.001726159,0.03893196],"category_scores_gemma":[0.003982728,0.0002373916,0.0004691109,0.001445487,0.002239697,0.002806869,0.003262544,0.002169042,0.01124218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002624283,"about_ca_system_score_gemma":0.003734426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006847643,"about_ca_topic_score_gemma":0.001617336,"domain_scores_codex":[0.998334,0.0003519169,0.00008728433,0.0001534304,0.0008638009,0.0002096901],"domain_scores_gemma":[0.9980035,0.0008132485,0.0001099127,0.0002286497,0.0005368719,0.0003077675],"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":[0.00001057808,0.0001161557,0.0006733594,0.0003538337,0.000007553088,0.0001340978,0.0009564144,0.000747379,0.0005220862,0.5839268,0.09401258,0.3185391],"study_design_scores_gemma":[0.000003201697,0.00003776677,0.0006984139,0.0003153361,0.000002772514,0.0001752494,0.0004138455,0.0004182064,0.0003162466,0.07403709,0.9235755,0.000006260112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004363059,0.02421759,0.01581529,0.02039178,0.00299117,0.00007380552,0.00005436756,0.0002523832,0.9318406],"genre_scores_gemma":[0.1198436,0.02964791,0.01359779,0.005708565,0.001478808,0.0001596363,0.0001189604,0.0001106546,0.8293341],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03893196,"threshold_uncertainty_score":0.1302404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004438117264328075,"score_gpt":0.1713333227589098,"score_spread":0.1668952054945817,"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."}}