{"id":"W1801978711","doi":"10.24908/pceea.v0i0.4689","title":"INTELLECTUAL PROPERTY (IP) FOR FUTURE ENGINEERS","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intellectual property; Competence (human resources); Presentation (obstetrics); Agency (philosophy); Engineering; Business; Engineering management; Knowledge management; Management; Political science; Computer science; Sociology; Medicine; Economics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003705587,0.0002174773,0.0001778548,0.000290466,0.000117962,0.00006493855,0.0002806286,0.000188363,0.00005159772],"category_scores_gemma":[0.0006759943,0.0001800889,0.000108929,0.0005620652,0.000008808661,0.0002721883,0.00001335473,0.0002362048,0.00001537492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002411808,"about_ca_system_score_gemma":0.0003376554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002424685,"about_ca_topic_score_gemma":0.0002317515,"domain_scores_codex":[0.9988037,0.00000269482,0.0002964275,0.0001307402,0.0002445625,0.0005218385],"domain_scores_gemma":[0.9990407,0.00005285273,0.00009402521,0.0001021024,0.0003845933,0.0003257459],"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":[0.000003900644,0.000174967,0.02444142,0.001546205,0.0004450317,2.112186e-8,0.02096631,0.01233677,0.003700819,0.01411445,0.9150411,0.007228947],"study_design_scores_gemma":[0.0002287994,0.00001324628,0.04942774,0.0001357237,0.00006850043,0.000006189563,0.001734329,0.01072628,0.007307486,0.00002254648,0.9297402,0.0005889762],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8818761,0.003964494,0.002576208,0.0131473,0.06556334,0.00462399,0.0001808402,0.002235641,0.02583209],"genre_scores_gemma":[0.9901295,0.00004178455,0.004442859,0.0001588978,0.001115256,0.0003122906,0.0000219601,0.0000828579,0.003694551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1082534,"threshold_uncertainty_score":0.7343813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004738248338330718,"score_gpt":0.1792221999665483,"score_spread":0.1744839516282175,"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."}}