{"id":"W7082977648","doi":"10.17613/gtkc9-9aq23","title":"Recognition of prior learning in thailand: Toward an inclusive framework for lifelong learning","year":2025,"lang":"en","type":"article","venue":"Knowledge Commons (Lakehead University)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; Outreach; Informal learning; Equity (law); Digital divide; Capability approach; Public policy; Informal education; Quality (philosophy)","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":[],"consensus_categories":[],"category_scores_codex":[0.000365049,0.0001477661,0.0002671709,0.0004605116,0.0003254229,0.0000369472,0.0007521887,0.0001959688,0.00001177662],"category_scores_gemma":[0.0007109362,0.0001755816,0.00008908096,0.001247175,0.00007312781,0.0003276832,0.0005729474,0.0005073519,0.000005925796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000104491,"about_ca_system_score_gemma":0.0002089575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002616268,"about_ca_topic_score_gemma":0.002334499,"domain_scores_codex":[0.9988149,0.0002393824,0.0002011174,0.0003856616,0.00007571008,0.0002832648],"domain_scores_gemma":[0.998566,0.0006506522,0.0001332867,0.0002820969,0.0002966519,0.000071254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003802642,0.001011102,0.2978602,0.001001431,0.0001531766,0.00009943536,0.02784607,0.003998635,0.001769922,0.3712252,0.000534547,0.2941201],"study_design_scores_gemma":[0.006252829,0.001219212,0.08317051,0.003399611,0.000153987,0.00001708221,0.00802758,0.06240503,0.01511973,0.1380891,0.6804605,0.001684796],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3475501,0.0002079528,0.5292772,0.002232116,0.0002891687,0.0003940374,0.000004385963,0.0002630923,0.1197819],"genre_scores_gemma":[0.9917429,0.000002747434,0.003963403,0.000006373123,0.00003065996,0.000003393916,0.00002167616,0.000003167852,0.004225663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.679926,"threshold_uncertainty_score":0.716001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927811717630342,"score_gpt":0.263697171879351,"score_spread":0.2344190547030476,"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."}}