{"id":"W1962095449","doi":"10.24908/pceea.v0i0.5825","title":"HIRED – Helping Industry Reach Engineers Directly An Initiative of Engagement – for Students and Employers","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Employability; Attendance; Variety (cybernetics); Engineering education; Acronym; Engineering; Public relations; Business; Medical education; Psychology; Political science; Engineering management; Pedagogy; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007178991,0.0001870872,0.0002122665,0.0003381912,0.00007083667,0.00006756114,0.0002718227,0.000203216,0.000004586595],"category_scores_gemma":[0.0007813669,0.0002006401,0.00004856503,0.0004234135,0.00001354974,0.0002552584,0.0000230122,0.0002696507,8.166766e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001809033,"about_ca_system_score_gemma":0.0004391939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005373345,"about_ca_topic_score_gemma":0.0003044569,"domain_scores_codex":[0.9988492,0.000007656283,0.0003417455,0.0001709452,0.0003478214,0.0002825935],"domain_scores_gemma":[0.9987801,0.00004822366,0.0001648245,0.00009765689,0.0005646607,0.0003445183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002999725,0.0007763454,0.5634259,0.004408551,0.002095137,3.553147e-7,0.08315623,0.1286657,0.02065765,0.01848713,0.1704242,0.00787288],"study_design_scores_gemma":[0.002759233,0.0002398469,0.7979193,0.00143937,0.0004212476,0.00001125642,0.02101497,0.04424958,0.04401838,0.0004882411,0.08520828,0.002230301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954464,0.0001670849,0.0001192556,0.0004961386,0.001805571,0.000603658,0.00003423639,0.0001560252,0.001171587],"genre_scores_gemma":[0.9962854,0.00001347974,0.002993241,0.0000686867,0.0001083687,0.0001694376,0.00001967555,0.00004992398,0.0002918092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2344934,"threshold_uncertainty_score":0.8181868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798203523657792,"score_gpt":0.2702051209359339,"score_spread":0.2422230856993559,"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."}}