{"id":"W4386495730","doi":"10.32920/24101733","title":"Designing open access, educational resources / Développer des ressources éducatives en libre accès","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College; University Health Network; Toronto Metropolitan University","funders":"","keywords":"Open educational resources; License; Excellence; Educational resources; Open education; Quality (philosophy); Computer science; Knowledge management; Pedagogy; Medical education; Sociology; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01337574,0.0006701062,0.0005221681,0.00359707,0.0020932,0.008729979,0.001947321,0.002420695,0.01235907],"category_scores_gemma":[0.02817841,0.0009102221,0.0006109526,0.002096912,0.002795428,0.01148027,0.007785313,0.001260556,0.005883179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002041519,"about_ca_system_score_gemma":0.004504429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001338043,"about_ca_topic_score_gemma":0.002108133,"domain_scores_codex":[0.9895041,0.00653276,0.0007533247,0.0008283174,0.001922501,0.0004590647],"domain_scores_gemma":[0.9868254,0.007760442,0.0006501256,0.001976411,0.001750254,0.001037429],"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":[0.0003112639,0.001338412,0.005804037,0.002164091,0.00005619229,0.002174149,0.02854783,0.005312164,0.01768285,0.1814224,0.02060254,0.7345841],"study_design_scores_gemma":[0.0002346001,0.0009019569,0.004398383,0.00122224,0.0001278516,0.00213443,0.02419939,0.01773983,0.05507028,0.06091909,0.8328643,0.000187579],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1091442,0.001163799,0.7533187,0.002985655,0.0002005813,0.00506206,0.00060953,0.007742131,0.1197734],"genre_scores_gemma":[0.14025,0.0008656179,0.8112918,0.0003871318,0.000053987,0.002553501,0.0009180658,0.001124013,0.04255598],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9980527,"threshold_uncertainty_score":0.07073855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460894378770508,"score_gpt":0.4104173587976401,"score_spread":0.2643279209205893,"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."}}