{"id":"W1607064065","doi":"10.21225/d57g6c","title":"“This is not your grandmother’s PLAR”: BC boldly creates a new learning culture","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Battle; Summit; Focus (optics); Action (physics); History; Ancient history; Cartography; Geography; Physics; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008146352,0.00009393978,0.0001375462,0.0003011212,0.0007304793,0.0002670141,0.0003829155,0.0001570828,0.00260006],"category_scores_gemma":[0.001515422,0.0001084301,0.00008640242,0.0003533864,0.0001397742,0.0008750476,0.000005733416,0.0007753121,0.00008378021],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002826211,"about_ca_system_score_gemma":0.007676687,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.182129,"about_ca_topic_score_gemma":0.1038628,"domain_scores_codex":[0.9989704,0.0002755416,0.0001554336,0.0001337803,0.000209971,0.0002548337],"domain_scores_gemma":[0.9979098,0.0001450321,0.0004605341,0.0001043239,0.0005874697,0.0007928204],"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":[0.000030511,0.00003980117,0.1387541,0.000007146324,0.00004851746,0.00001590227,0.6618714,0.000008799559,0.0009438577,0.003331314,0.1570031,0.03794547],"study_design_scores_gemma":[0.0001920653,0.00002808473,0.009942761,0.00005986821,0.00005316732,0.00001185645,0.07006586,0.000001647583,0.00007039519,0.00005034742,0.9194109,0.0001130471],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478996,0.000147977,0.0000406626,0.01916096,0.00229148,0.00008699876,0.000002116128,0.00002035065,0.03034986],"genre_scores_gemma":[0.791324,0.00004475,0.001504038,0.0002550027,0.000815543,8.342925e-8,0.000002300214,0.000009268349,0.206045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7624078,"threshold_uncertainty_score":0.9983117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01489523405330299,"score_gpt":0.2833014129842996,"score_spread":0.2684061789309966,"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."}}