{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001296377,0.0006390836,0.0005958797,0.002145433,0.004229846,0.00722714,0.001592036,0.00157623,0.6663372],"category_scores_gemma":[0.007728115,0.0004657149,0.0003363594,0.002654113,0.0009022231,0.004002532,0.003487288,0.002275575,0.4870949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004997863,"about_ca_system_score_gemma":0.01749843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1053907,"about_ca_topic_score_gemma":0.2364953,"domain_scores_codex":[0.9976969,0.0001701898,0.00008148338,0.0002046075,0.001486539,0.0003602722],"domain_scores_gemma":[0.9891262,0.0006778386,0.0002765145,0.0007586059,0.00547256,0.003688312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003158891,0.00000485435,0.00002734114,0.00001904383,1.319111e-7,0.00001179453,0.00003667442,0.00000501293,0.0000242651,0.0006002,0.9816064,0.01766122],"study_design_scores_gemma":[6.719366e-7,0.000001223985,0.00006953978,0.00001431235,1.225866e-7,0.00001421343,0.00004446901,0.000004343252,0.00001190368,0.00005981494,0.9997775,0.00000185566],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003739945,0.001782931,0.001151365,0.009677582,0.003791842,0.000200966,0.005194745,0.003315729,0.974511],"genre_scores_gemma":[0.002530938,0.001343296,0.0009368458,0.002467893,0.0008120043,0.0001025837,0.002528828,0.001245494,0.9880322],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6663372,"threshold_uncertainty_score":0.4759295,"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."}}