{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001334111,0.000109915,0.0001486137,0.0001496256,0.0002753082,0.000786148,0.0007684532,0.0002074004,0.00000924708],"category_scores_gemma":[0.0002434433,0.00009678648,0.00005393356,0.001049436,0.00008185166,0.002156972,0.00009554062,0.0003383083,0.000003902875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00023796,"about_ca_system_score_gemma":0.001411812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002068491,"about_ca_topic_score_gemma":0.00001701515,"domain_scores_codex":[0.9989586,0.00005253523,0.0003819614,0.0002743122,0.0001725194,0.0001600472],"domain_scores_gemma":[0.9983994,0.0004356701,0.0002036359,0.00026262,0.0006723133,0.00002639386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001192776,0.0001288753,0.002451978,0.00005951877,0.0000239555,7.690717e-9,0.005145224,0.000001992336,0.0001768339,0.8911699,0.0005330383,0.1003075],"study_design_scores_gemma":[0.0003128649,0.00007385835,0.02209048,0.0004576821,0.00002734943,0.00001078124,0.02410733,0.003733334,0.001783217,0.9227336,0.02436387,0.0003056259],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7364113,0.002605749,0.06336769,0.1884804,0.001474186,0.00126607,0.00004165881,0.0001725245,0.006180355],"genre_scores_gemma":[0.9836071,0.0003134036,0.01459321,0.000349022,0.00005690828,0.0004023952,0.00002854719,0.000006273697,0.000643151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2471958,"threshold_uncertainty_score":0.7580843,"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."}}