{"id":"W7054923432","doi":"","title":"The Athabasca University edusource Project: Building An Accessible Learning Object Repository","year":2007,"lang":"en","type":"article","venue":"AUSpace (Athabasca University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Learning object; Metadata; Interoperability; Adaptation (eye); Object (grammar); Work (physics); Collaborative learning; Learning sciences; Learning standards; Online learning","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":[0.0003437378,0.0002294681,0.00016167,0.0003251538,0.001267044,0.0001287045,0.000783043,0.0001426301,0.00001652998],"category_scores_gemma":[0.0000205617,0.0002338289,0.0001158461,0.001094509,0.0001170232,0.0007928257,0.0001697412,0.0004715245,0.00001803064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004116053,"about_ca_system_score_gemma":0.0001019688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009792104,"about_ca_topic_score_gemma":0.0008793941,"domain_scores_codex":[0.9986639,0.00009687441,0.0001295864,0.0003620453,0.0002239582,0.0005236558],"domain_scores_gemma":[0.9989366,0.000244593,0.00008304751,0.0004607195,0.0000839378,0.0001911309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001609555,0.001354776,0.149096,0.0007165266,0.002397715,0.00474649,0.03617571,0.04980464,0.3229739,0.253834,0.1257997,0.05149103],"study_design_scores_gemma":[0.0007460584,0.00009124124,0.009993809,0.00005873236,0.0001132361,0.0000381221,0.01270992,0.006167125,0.02077236,0.00005046509,0.948607,0.0006519552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.824376,0.0001334962,0.05456859,0.0001897817,0.00028227,0.0004622017,0.000009951506,0.001427114,0.1185506],"genre_scores_gemma":[0.9465603,0.0001135972,0.002329979,0.00001034485,0.0001457808,6.102501e-7,0.00001177032,0.00004563783,0.05078198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8228073,"threshold_uncertainty_score":0.974521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037213509926658,"score_gpt":0.2148164234368279,"score_spread":0.2044442883375613,"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."}}