{"id":"W2599420210","doi":"10.1108/jd-05-2016-0068","title":"The way of WalDorF: fostering creativity in LIS programs","year":2017,"lang":"en","type":"article","venue":"Journal of Documentation","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Creativity; Meaning (existential); Computer science; Field (mathematics); Sociology; Mathematics education; Class (philosophy); Engineering ethics; Pedagogy; Psychology; Engineering; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0006871721,0.00004502554,0.00009490921,0.00005885172,0.000157913,0.0001406793,0.0002489573,0.0000205478,0.00007743725],"category_scores_gemma":[0.0002126481,0.00003108168,0.00004332027,0.00005972496,0.0001162485,0.0004656293,0.00003316316,0.0001008802,0.000004910649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003543913,"about_ca_system_score_gemma":0.00002545648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001283771,"about_ca_topic_score_gemma":0.0001023099,"domain_scores_codex":[0.9992821,0.0001013456,0.000287271,0.00006444697,0.0001707596,0.00009405496],"domain_scores_gemma":[0.9988434,0.000143643,0.0007177803,0.0001959262,0.00006951782,0.00002972442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002302964,0.0005409213,0.3987319,0.00001281734,0.00002435595,0.00001245494,0.01331599,0.000008639664,0.01652149,0.002540601,0.0006080912,0.5674524],"study_design_scores_gemma":[0.0007118728,0.0003023788,0.986619,0.00005541261,0.00001115296,0.00003900002,0.003135661,0.00001564951,0.005947119,0.001171058,0.001943949,0.00004778009],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990811,0.00004411792,0.0001175671,0.001675336,0.0008682326,0.0001011821,4.957696e-7,0.000001963839,0.006380109],"genre_scores_gemma":[0.9989827,0.00005025468,0.0001165423,0.00002524161,0.0000573736,0.000005419988,2.528414e-7,0.000003235938,0.0007589811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.587887,"threshold_uncertainty_score":0.1356574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08959758315255699,"score_gpt":0.4446249988348613,"score_spread":0.3550274156823043,"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."}}