{"id":"W2517239711","doi":"","title":"CAPLA's Experience Matters Directory","year":2016,"lang":"en","type":"article","venue":"PLA Inside Out: An International Journal on Theory, Research and Practice in Prior Learning Assessment","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Credential; Audit; Executive summary; Stakeholder; Library science; Directory; Government (linguistics); Public relations; Political science; Psychology; Medical education; Management; Business; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02088657,0.0001627118,0.0001713875,0.0005692868,0.001139695,0.001337675,0.000771761,0.0001079766,0.001539523],"category_scores_gemma":[0.03219078,0.0001277397,0.00004315858,0.0002280802,0.0005961839,0.00360723,0.0001203053,0.001929648,0.0001896131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009656298,"about_ca_system_score_gemma":0.0009800851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006175345,"about_ca_topic_score_gemma":0.0002051257,"domain_scores_codex":[0.9855618,0.01064723,0.0004230858,0.00043947,0.002343682,0.0005847177],"domain_scores_gemma":[0.9742451,0.0236901,0.0004549547,0.0001996708,0.0009764886,0.0004337286],"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":[0.003747762,0.001862682,0.1548909,0.0000133995,0.0003440764,0.001116237,0.2387401,0.0002450339,0.006288765,0.2301627,0.002157965,0.3604304],"study_design_scores_gemma":[0.0007292476,0.0004778949,0.05000828,0.0002469766,0.000008336321,0.0001153908,0.05265459,0.00001163477,0.00007481364,0.004745602,0.890697,0.0002302372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8056128,0.0001638443,0.0005314146,0.120037,0.002385325,0.0002817156,0.000003094108,0.00007733566,0.0709075],"genre_scores_gemma":[0.9857706,0.002928411,0.001749749,0.001143552,0.0007525995,0.00004400542,0.000001798161,0.00002792169,0.007581295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.888539,"threshold_uncertainty_score":0.9996991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.118878760316639,"score_gpt":0.5475960640713615,"score_spread":0.4287173037547225,"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."}}