{"id":"W7029791923","doi":"","title":"Learning in the Digital Age:A Transdisciplinary Approach for Theory and Practice","year":2022,"lang":"en","type":"book","venue":"VBN Forskningsportal (Aalborg Universitet)","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Field (mathematics); Context (archaeology); Work (physics); Key (lock); Qualitative research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007846846,0.0003893799,0.0005173575,0.0008822288,0.001117735,0.0008738375,0.001474066,0.0002596471,0.000406194],"category_scores_gemma":[0.002058782,0.0002943178,0.0002889386,0.001016913,0.0003972863,0.001415842,0.0006091858,0.001265331,0.0000254264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002794475,"about_ca_system_score_gemma":0.0007230743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004391672,"about_ca_topic_score_gemma":0.00003232816,"domain_scores_codex":[0.9952038,0.0006957602,0.0006148018,0.0009926783,0.00196412,0.0005288189],"domain_scores_gemma":[0.9921289,0.006291661,0.0005513078,0.0005421424,0.0003425841,0.000143416],"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":[0.01592752,0.0008293449,0.0005634247,0.0002354756,0.0004802381,0.004104753,0.1929008,0.002712835,0.00003496132,0.4900065,0.2649049,0.02729912],"study_design_scores_gemma":[0.0007894051,0.001101848,0.000164281,0.00002964577,0.00008684466,0.0001369663,0.2544559,0.0005009451,7.365188e-7,0.03432224,0.7080013,0.0004098728],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005127481,0.0003879639,0.002228602,0.0009814384,0.0001516539,0.00149544,0.0002771145,0.00006171068,0.9892886],"genre_scores_gemma":[0.1069104,0.00002944084,0.0004011078,0.0001599729,0.0002143111,0.00005430112,0.001453108,0.0000591208,0.8907183],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4556843,"threshold_uncertainty_score":0.9999509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04914289071687999,"score_gpt":0.3512228344700243,"score_spread":0.3020799437531443,"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."}}