{"id":"W4403034383","doi":"10.18357/otessac.2024.4.1.421","title":"Creating Capacity for Digital Transformation of Education:","year":2024,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Thompson Rivers University","funders":"","keywords":"Transformation (genetics); Digital transformation; Capacity development; Computer science; Environmental science; World Wide Web; Environmental resource management; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01891233,0.000560773,0.0005611459,0.004804298,0.009684419,0.03098992,0.00257486,0.004249081,0.02346178],"category_scores_gemma":[0.03340421,0.000448599,0.0009094913,0.004006655,0.03415789,0.03576972,0.03526827,0.005497324,0.003500517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01952349,"about_ca_system_score_gemma":0.06304119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0292482,"about_ca_topic_score_gemma":0.03388139,"domain_scores_codex":[0.9814352,0.007344569,0.0006356161,0.001466334,0.004739677,0.004378617],"domain_scores_gemma":[0.9554002,0.02127108,0.0020816,0.004685505,0.006272171,0.01028944],"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":[0.00003617641,0.0001340564,0.006647464,0.001694347,0.00005411846,0.0009577647,0.06162605,0.0005339029,0.0009092533,0.6386062,0.06396204,0.2248386],"study_design_scores_gemma":[0.00001561801,0.00003232793,0.003415745,0.002113803,0.0000176468,0.0004093466,0.06463651,0.0001866801,0.0006323165,0.06858244,0.8599131,0.00004441735],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06754717,0.01400778,0.01742571,0.2042386,0.00159202,0.0004665435,0.0003291192,0.0006164127,0.6937766],"genre_scores_gemma":[0.9359148,0.01047009,0.00993506,0.01544197,0.0003560096,0.0002526311,0.0002540055,0.0002309018,0.02714442],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03098992,"threshold_uncertainty_score":0.1416535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05833154721520003,"score_gpt":0.3395108443418539,"score_spread":0.2811792971266539,"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."}}