{"id":"W1480766091","doi":"10.5539/jel.v4n2p53","title":"Conceptualizing Learning and Employability “Learning and Employability Framework”","year":2015,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Internship; CLARITY; Reputation; Psychology; Higher education; Mathematics education; Pedagogy; Medical education; Sociology; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006171154,0.0001631499,0.0003374085,0.0001563406,0.001011901,0.0002965161,0.000103403,0.0001828321,0.0002335604],"category_scores_gemma":[0.01511157,0.0001570712,0.00006009858,0.0003126207,0.0005984677,0.0004675842,0.00005815467,0.001437911,0.000005572414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001923632,"about_ca_system_score_gemma":0.0009783036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005460561,"about_ca_topic_score_gemma":0.00005684352,"domain_scores_codex":[0.9963188,0.002126109,0.0005502616,0.0003009932,0.0004071989,0.0002966092],"domain_scores_gemma":[0.9968554,0.00116265,0.0005030331,0.00008707132,0.0007134824,0.0006783712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000207541,0.00009707871,0.8517361,0.00002638696,0.00001339462,4.106749e-7,0.1160811,0.00002680925,0.00002192035,0.001151223,0.0001473303,0.0306775],"study_design_scores_gemma":[0.0004863288,0.0003551225,0.3846543,0.0001705964,0.00004844648,0.00003858481,0.1847648,0.00002220592,0.000008693085,0.007668265,0.4214582,0.0003244927],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917503,0.002451875,0.0005413069,0.002926431,0.0007217136,0.0001333296,1.910307e-7,0.00005244769,0.001422376],"genre_scores_gemma":[0.992371,0.000450539,0.004611256,0.000159969,0.0005816729,0.000004876249,0.000001465282,0.0000164284,0.00180278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4670818,"threshold_uncertainty_score":0.9931846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04631130779199347,"score_gpt":0.4003749989164898,"score_spread":0.3540636911244963,"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."}}