{"id":"W4395669556","doi":"10.1177/09504222241249404","title":"Competency articulation at the intersection of happenstance and experiential learning","year":2024,"lang":"en","type":"article","venue":"Industry and Higher Education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Brock University","keywords":"Transformative learning; Experiential learning; Articulation (sociology); Pedagogy; Context (archaeology); Narrative; Psychology; Qualitative research; Sociology; Political science; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008379669,0.0003594444,0.0002568695,0.0008564509,0.00427025,0.006434132,0.001237127,0.0009914289,0.003560665],"category_scores_gemma":[0.009070341,0.0002808395,0.0003930374,0.0005733605,0.0148225,0.005560182,0.01104723,0.002457652,0.0002593555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003322535,"about_ca_system_score_gemma":0.005253209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001543286,"about_ca_topic_score_gemma":0.003511622,"domain_scores_codex":[0.9913108,0.006378443,0.0001174183,0.0004609722,0.0007666771,0.0009655855],"domain_scores_gemma":[0.9909648,0.006016595,0.0006854883,0.0006642903,0.0004088916,0.001259915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001139323,0.000770367,0.01595447,0.000318268,0.00002129274,0.001021512,0.7546456,0.0004303342,0.004620796,0.1150769,0.0009032307,0.1061232],"study_design_scores_gemma":[0.00003811612,0.0005715317,0.02428714,0.0005178043,0.00002729747,0.001076251,0.8010904,0.001691341,0.004905113,0.0855502,0.08017418,0.00007066563],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8529832,0.0004246825,0.03917429,0.004979532,0.0001271089,0.0001640484,0.00001482791,0.00009707439,0.1020352],"genre_scores_gemma":[0.9941316,0.00007750333,0.003482615,0.0002106331,0.00001140864,0.00004329301,0.000006820323,0.00001310351,0.002023099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008379669,"threshold_uncertainty_score":0.04431647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02882961645877567,"score_gpt":0.3542651727815463,"score_spread":0.3254355563227707,"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."}}