{"id":"W4286261870","doi":"10.55016/oea/ucoer3","title":"OER by Discipline Guide: University of Calgary","year":2022,"lang":"en","type":"book","venue":"University of Calgary eBooks","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Manitoba; University of Guelph","keywords":"Open educational resources; Subject (documents); Inclusion (mineral); Library science; Educational resources; Open university; Quality (philosophy); Medical education; Computer science; Sociology; Pedagogy; Distance education; Medicine; Social science","routes":{"ca_aff":false,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002574053,0.0002313543,0.0004491433,0.0002458153,0.0004252791,0.00001784568,0.002033303,0.0002028868,0.001936539],"category_scores_gemma":[0.000009961779,0.0003174587,0.0002480943,0.0000985165,0.0003122635,0.0001893045,0.001800664,0.0005988596,0.00004840316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003399428,"about_ca_system_score_gemma":0.001180551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007937979,"about_ca_topic_score_gemma":0.00009183134,"domain_scores_codex":[0.998399,0.0001520421,0.0002081012,0.0005114378,0.000487713,0.0002416834],"domain_scores_gemma":[0.998465,0.0001029882,0.0004361957,0.0006541692,0.0001651061,0.0001765114],"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":[0.0001201397,0.0002102793,0.0001491373,0.0002337799,0.000297586,0.0002418937,0.008731824,0.00003661248,0.000321652,0.1806418,0.7721331,0.03688217],"study_design_scores_gemma":[0.0005050705,0.000123608,0.0001003775,0.00006230389,0.000068324,0.00000635031,0.001347333,0.001027141,0.00004384081,0.0003086194,0.9960879,0.0003191337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000156077,0.00007133716,0.02172321,0.0001581468,0.0002876021,0.0002199648,0.00002323256,0.00008726928,0.9772732],"genre_scores_gemma":[0.0003172169,0.00005690162,0.007783649,0.00006106638,0.00001832845,5.14097e-8,0.0001460534,0.00001608688,0.9916006],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2239548,"threshold_uncertainty_score":0.9999278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009161557179924083,"score_gpt":0.2012307555023786,"score_spread":0.1920691983224545,"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."}}