{"id":"W3020086669","doi":"10.21432/cjlt27881","title":"Open Educational Practices Advocacy: The Instructional Designer Experience","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Open educational resources; Instructional design; Workload; Educational technology; Professional development; Best practice; Open education; Public relations; Pedagogy; Open learning; Knowledge management; Psychology; Sociology; Political science; Teaching method; Computer science; Cooperative learning","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":[],"consensus_categories":[],"category_scores_codex":[0.0002953527,0.00006383086,0.00009918657,0.0001764793,0.0005266083,0.0004240277,0.001162051,0.00005629707,0.0001751948],"category_scores_gemma":[0.001790522,0.00004930683,0.00001632595,0.0005393295,0.0001651778,0.000596717,0.0001160239,0.0006159852,0.00001814761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003280675,"about_ca_system_score_gemma":0.002347749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003542369,"about_ca_topic_score_gemma":0.0002074943,"domain_scores_codex":[0.9993322,0.00009787833,0.0001741574,0.0001449969,0.00009350253,0.000157298],"domain_scores_gemma":[0.9989509,0.0001171571,0.0004080548,0.00008323783,0.0001891982,0.0002514656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001584317,0.00002805011,0.3119118,0.00001159619,0.00007428946,0.00005860532,0.02275749,0.0003942951,0.0007038311,0.4950254,0.009229385,0.1597894],"study_design_scores_gemma":[0.0003095652,0.0002934956,0.007204701,0.00002985443,0.000009283064,0.001489661,0.03684534,0.001266585,0.000193617,0.00343374,0.9487615,0.0001626342],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4159133,0.0009342557,0.004042193,0.5680715,0.0007107923,0.0001256434,2.684342e-7,0.00003291545,0.0101691],"genre_scores_gemma":[0.9883726,0.00002762603,0.01063568,0.0005017487,0.0001158695,0.000004210824,3.717058e-7,0.000004350761,0.0003375171],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9395322,"threshold_uncertainty_score":0.4164806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03345623521000848,"score_gpt":0.3061856789765071,"score_spread":0.2727294437664985,"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."}}