{"id":"W7109063829","doi":"10.60770/w39k-tz75","title":"What happened to OpenCourseWare?: a discussion of the open education movement’s shift from course content to textbooks","year":2025,"lang":"en","type":"other","venue":"MRU-Repo","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enthusiasm; Reputation; Open education; Investment (military); Face (sociological concept); Open educational resources; Focus (optics)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006230553,0.0007664395,0.001090638,0.0004386864,0.000187224,0.0008189898,0.003697897,0.0003722347,0.006790066],"category_scores_gemma":[0.0002345419,0.0004592509,0.0002859308,0.0005750784,0.0001160748,0.0003701776,0.003151096,0.0003397277,0.003535557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005374555,"about_ca_system_score_gemma":0.00258349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04525087,"about_ca_topic_score_gemma":0.04068912,"domain_scores_codex":[0.9956911,0.0003830045,0.0008991416,0.001379202,0.001082229,0.0005653577],"domain_scores_gemma":[0.9950822,0.00006445109,0.001007681,0.003209693,0.0002374357,0.0003985471],"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":[0.000232921,0.0008523745,0.001398852,0.00005668649,0.0004091247,0.000004212889,0.001800138,0.00002524477,0.003413646,0.0009559899,0.9792084,0.01164247],"study_design_scores_gemma":[0.001367387,0.0001323089,0.01625994,0.01275649,0.0005472249,7.806801e-7,0.006134438,0.000008232046,0.004575824,0.001425008,0.9558418,0.0009505719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003446663,0.001709066,0.0003478075,0.03483715,0.01344211,0.02434838,0.004633168,0.0003990966,0.9168366],"genre_scores_gemma":[0.01376371,0.00001808829,0.0009594958,0.006593001,0.0003504963,0.001260795,0.0004179221,0.000882707,0.9757538],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05891723,"threshold_uncertainty_score":0.9997859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0324755792226899,"score_gpt":0.3301259491166569,"score_spread":0.297650369893967,"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."}}