{"id":"W2022195276","doi":"10.1177/1071181312561119","title":"Incorporating industry goals into academic programs: A case study of a successful effort","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada); Hewlett-Packard (Canada)","funders":"","keywords":"Session (web analytics); Guideline; Panel discussion; Focus (optics); Engineering management; Business; Engineering; Medical education; Political science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01224325,0.001504996,0.0007482408,0.002732181,0.0219074,0.007391988,0.005410655,0.009083415,0.003107156],"category_scores_gemma":[0.01875306,0.001052399,0.00118855,0.002187899,0.006251156,0.00357522,0.009956432,0.00843541,0.00132438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006875301,"about_ca_system_score_gemma":0.008652117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009485766,"about_ca_topic_score_gemma":0.02982282,"domain_scores_codex":[0.9817012,0.01156759,0.0003911614,0.0008070082,0.001887298,0.003645766],"domain_scores_gemma":[0.9843355,0.003617378,0.001164368,0.0007841929,0.001774008,0.008324481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003032727,0.02453051,0.02833733,0.0005326701,0.00008156761,0.04998731,0.7571276,0.00191655,0.004141119,0.01967664,0.01384117,0.09952439],"study_design_scores_gemma":[0.0001402951,0.004493844,0.01876698,0.0004374021,0.00006951239,0.0108368,0.859754,0.004998963,0.003155708,0.003254797,0.09393375,0.0001579765],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637771,0.0003340831,0.006709742,0.008410089,0.0002155056,0.0006161185,0.00004332734,0.000111927,0.01978213],"genre_scores_gemma":[0.9669611,0.0009138058,0.01492099,0.002414539,0.0001007375,0.0004483556,0.00007723568,0.0001230435,0.01404018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0219074,"threshold_uncertainty_score":0.0647493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07949106240268264,"score_gpt":0.4135596783430375,"score_spread":0.3340686159403549,"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."}}