{"id":"W2185763099","doi":"10.36510/learnland.v3i2.351","title":"Educational Transformation With a New Global Urgency","year":2010,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Psychodrama and Leishmaniasis Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Internationalization; Deconstruction (building); Perspective (graphical); Value (mathematics); Sociology; Global education; Epistemology; Engineering ethics; Environmental ethics; Political science; Pedagogy; Engineering; Computer science; Business; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001661208,0.00006364445,0.000072535,0.00002119629,0.0005422844,0.00007487946,0.0001031029,0.00005087197,0.0008884068],"category_scores_gemma":[0.0001110599,0.00005035309,0.00002809872,0.0001854778,0.00004389647,0.00017836,0.000004395618,0.0001705096,0.00009001626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001431078,"about_ca_system_score_gemma":0.0001969937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091136,"about_ca_topic_score_gemma":0.0154818,"domain_scores_codex":[0.9993758,0.0000354362,0.00008098865,0.0001068711,0.0002182027,0.0001827145],"domain_scores_gemma":[0.9997133,0.00005483309,0.00004120188,0.00005125916,0.00004732662,0.00009205908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003963676,0.00006258806,0.7885212,0.000008550323,0.00003619464,6.453159e-7,0.04786425,0.00004576911,0.0001117055,0.1210823,0.007554288,0.03467296],"study_design_scores_gemma":[0.0002865609,0.00004108546,0.2453658,0.00001496082,0.00001195596,0.000003654475,0.003818645,0.0000213309,0.000006901701,0.002338442,0.7479597,0.000130953],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6707885,0.00006855294,0.0002903224,0.01274328,0.0003356407,0.0001332163,0.000001031636,0.00009413263,0.3155453],"genre_scores_gemma":[0.9956798,0.00002585187,0.0004594214,0.0000690201,0.0006178234,0.00001299085,0.00000633601,0.000003813555,0.00312497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7404054,"threshold_uncertainty_score":0.9727432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088154071282748,"score_gpt":0.2919780279105586,"score_spread":0.2810964871977311,"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."}}