{"id":"W4387267204","doi":"10.21900/j.alise.2023.1254","title":"Prior Learning Assessment","year":2023,"lang":"en","type":"article","venue":"Proceedings of the ALISE Annual Conference","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Experiential learning; Credential; Higher education; Portfolio; Flexibility (engineering); Value (mathematics); Medical education; Psychology; Pedagogy; Computer science; Business; Political science; Medicine; Management","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":[0.001514204,0.00008194963,0.0001187765,0.00006035429,0.000668195,0.0001850288,0.0006586651,0.00006159895,0.0002478814],"category_scores_gemma":[0.002089679,0.00006606804,0.00005299345,0.0008103222,0.0002515245,0.0007320347,0.0001692934,0.0003031201,0.0001017145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004673633,"about_ca_system_score_gemma":0.0003856404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004923698,"about_ca_topic_score_gemma":0.00002102265,"domain_scores_codex":[0.9987357,0.00006718912,0.0001782586,0.0001905345,0.0005614717,0.0002668161],"domain_scores_gemma":[0.9984363,0.0002137914,0.0003214528,0.00007160228,0.0008793654,0.00007744183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002062835,0.00009386081,0.3269196,0.00008887633,0.00005463803,5.443009e-7,0.4008015,0.00004314813,0.00382103,0.2345882,0.0257705,0.007797407],"study_design_scores_gemma":[0.0001427229,0.0000486673,0.1576763,0.0001004317,0.00003438958,6.642587e-7,0.1422435,0.00009297542,0.0007986595,0.002183139,0.6964948,0.0001837524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8882715,0.00001135477,0.000003215776,0.01801743,0.0003023246,0.0001789498,0.000002106685,0.000184454,0.09302872],"genre_scores_gemma":[0.9732563,0.00007415835,0.0002662089,0.0000852627,0.0001310469,0.00002234234,8.735e-7,0.000009552008,0.02615422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6707243,"threshold_uncertainty_score":0.5139284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04165822627824099,"score_gpt":0.3855968154719761,"score_spread":0.3439385891937351,"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."}}