{"id":"W4312043037","doi":"10.29173/ijll23","title":"Implementation of professional skills into technical education programs.","year":2022,"lang":"en","type":"article","venue":"International Journal for Leadership in Learning","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Lethbridge College","funders":"","keywords":"Stakeholder; Curriculum; Inclusion (mineral); Medical education; Focus group; Professional development; Psychology; Skills management; Pedagogy; Public relations; Political science; Medicine; Business; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.000466391,0.00008111288,0.00008663393,0.0003247946,0.00008799502,0.00002803404,0.0002270682,0.00002910145,0.0002373476],"category_scores_gemma":[0.00004601333,0.00008999924,0.00005774931,0.0001681195,0.00001206342,0.000122208,0.00002890149,0.0004521271,0.000002057648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005324578,"about_ca_system_score_gemma":0.0002042008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008301169,"about_ca_topic_score_gemma":0.00001301806,"domain_scores_codex":[0.9990149,0.00003972006,0.0003485761,0.00008783375,0.0003532946,0.0001557229],"domain_scores_gemma":[0.9996633,0.00003937688,0.00009383102,0.00003819902,0.0001237706,0.00004154397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000584841,0.001100104,0.1792396,0.0003098813,0.0001936059,0.000006918167,0.02071126,0.2475766,0.00957367,0.005499322,0.009091906,0.5266387],"study_design_scores_gemma":[0.005820439,0.0008233744,0.206281,0.001237052,0.00005953425,0.0009438898,0.3035998,0.02195609,0.008937124,0.005550062,0.4431468,0.001644868],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971922,0.0005521853,0.008511011,0.003545197,0.01404317,0.0006563468,0.000004289668,0.000194569,0.0005712839],"genre_scores_gemma":[0.9951729,0.00001386557,0.003750176,0.00005956717,0.0001619169,0.0002680155,0.00007127319,0.0000208174,0.0004814428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5249938,"threshold_uncertainty_score":0.3670062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951000979830188,"score_gpt":0.3416483538174538,"score_spread":0.312138344019152,"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."}}