{"id":"W4396983236","doi":"10.69520/jipe.v5i.155","title":"Learning In The New Digital Era: Are Polytechnic Education Institutions Up For The Challenge? Are Lessons To Be Learnt From Sun Tze's Ancient Text \"The Art Of War\"","year":2023,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; George Brown College","funders":"","keywords":"Digital era; History; Political science; Visual arts; Art; Computer science; World Wide Web; The Internet","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002951612,0.0001380977,0.0002223492,0.0009253548,0.0005998964,0.0001332802,0.0007319495,0.0001262401,0.00003971887],"category_scores_gemma":[0.004738043,0.00009126695,0.00009487907,0.005635038,0.0001540972,0.0004897669,0.00005420421,0.0008604266,0.00001364588],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000348303,"about_ca_system_score_gemma":0.006756835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003638582,"about_ca_topic_score_gemma":0.001651117,"domain_scores_codex":[0.9977348,0.0001670231,0.0009913674,0.0001931057,0.0006203923,0.0002933122],"domain_scores_gemma":[0.9968791,0.0007626943,0.001180067,0.0002985046,0.0008251856,0.00005446489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000801223,0.001085966,0.01609102,0.00004048229,0.00006565598,0.000001568063,0.0509437,0.007229039,0.000753405,0.1221545,0.2904305,0.5111241],"study_design_scores_gemma":[0.0002547101,0.00009914682,0.08632123,0.0003510833,0.00002358588,0.000006119214,0.2180267,0.00005291099,0.0000717213,0.004049454,0.690606,0.0001373752],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3828981,0.001258675,0.00303007,0.608533,0.001800324,0.00100585,0.00001851819,0.00005577446,0.001399655],"genre_scores_gemma":[0.9941905,0.0003797753,0.0006712532,0.00123581,0.001005536,0.0001216141,0.00003473116,0.00001561763,0.002345123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6112924,"threshold_uncertainty_score":0.9988739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06463652507326452,"score_gpt":0.3843533079112739,"score_spread":0.3197167828380094,"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."}}