{"id":"W4305015508","doi":"10.1108/heswbl-05-2022-0102","title":"Employability skills from employers' perspectives in indigenous contexts: empirical evidence","year":2022,"lang":"en","type":"article","venue":"Higher Education Skills and Work-based Learning","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University College of the North","funders":"","keywords":"Employability; Indigenous; Curriculum; Soft skills; Pedagogy; Psychology; Medical education; Social psychology; Medicine","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001767044,0.0002324938,0.0003247426,0.0002349069,0.001647659,0.0001974921,0.0003414101,0.0001313188,0.006857432],"category_scores_gemma":[0.000794938,0.0002561142,0.0001069139,0.001228829,0.0004099587,0.0002872607,0.00008658876,0.0008312107,0.00005140762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115549,"about_ca_system_score_gemma":0.002108767,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007596275,"about_ca_topic_score_gemma":0.0005166305,"domain_scores_codex":[0.9953696,0.002211324,0.0004550226,0.0008011834,0.0006420101,0.0005208854],"domain_scores_gemma":[0.9972763,0.001635619,0.0002055734,0.000361218,0.0002133363,0.0003079374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003207543,0.001629352,0.9014173,0.000007774167,0.000009891513,0.000001247749,0.08959821,0.0003107872,0.000004594378,0.0002902643,0.00136164,0.005336863],"study_design_scores_gemma":[0.000275243,0.000071891,0.8883196,0.00007249037,0.00001508221,2.562215e-7,0.001650773,1.002176e-7,0.000004254118,0.0009079688,0.1083977,0.0002846704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845454,0.003119231,0.00003321114,0.01037798,0.001083077,0.000545776,0.00000773002,0.0001594861,0.0001280684],"genre_scores_gemma":[0.9908699,0.00008752698,0.000626698,0.001500682,0.000370226,0.0003462713,0.0000352734,0.00002920471,0.00613416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1070361,"threshold_uncertainty_score":0.9999891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03816017804570689,"score_gpt":0.3676587713838718,"score_spread":0.3294985933381649,"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."}}