{"id":"W4312972654","doi":"10.56059/pcf10.4884","title":"Digital Transformation Principles Driving Journeys toward Educational Resilience","year":2022,"lang":"en","type":"article","venue":"Tenth Pan-Commonwealth Forum on Open Learning","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital transformation; Knowledge management; Rigour; Sociology; Maturity (psychological); Government (linguistics); Capability Maturity Model; Engineering ethics; Public relations; Computer science; Psychology; Engineering; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006213765,0.0008012799,0.0004034621,0.002693424,0.007245046,0.01535101,0.00147639,0.003463201,0.008054327],"category_scores_gemma":[0.006566837,0.0005020995,0.0007052752,0.001500206,0.05351628,0.01809845,0.01611828,0.006838905,0.001597402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007732783,"about_ca_system_score_gemma":0.00875488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003074975,"about_ca_topic_score_gemma":0.003214097,"domain_scores_codex":[0.9958836,0.00191184,0.0001816745,0.0005517945,0.0006085359,0.0008624552],"domain_scores_gemma":[0.99492,0.002089788,0.0004471854,0.0007644989,0.0007216962,0.001056887],"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":[0.00001206205,0.00001936775,0.0003970939,0.00007864543,0.00000569566,0.0002250939,0.01977041,0.00031544,0.0001827902,0.9648385,0.003267215,0.01088779],"study_design_scores_gemma":[0.00001445774,0.00004020773,0.0006445295,0.0003109229,0.000007450319,0.0003352989,0.02772937,0.0004667109,0.0005142096,0.7488763,0.2210263,0.00003434181],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06467827,0.007366438,0.07735596,0.1686492,0.00134395,0.0004510272,0.0001877969,0.0005792608,0.679388],"genre_scores_gemma":[0.9300515,0.004503121,0.02317696,0.005687863,0.000220589,0.0003115402,0.00008677709,0.0001970628,0.03576463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01535101,"threshold_uncertainty_score":0.05610549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08103205954014901,"score_gpt":0.3250728920050647,"score_spread":0.2440408324649157,"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."}}