{"id":"W2074388051","doi":"10.1080/10508400802394898","title":"Promoting Transfer by Grounding Complex Systems Principles","year":2008,"lang":"en","type":"article","venue":"Journal of the Learning Sciences","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":215,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Ground; Computer science; Systems engineering; Engineering; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01010945,0.0008834839,0.0006249641,0.001299577,0.001246838,0.004139871,0.001792687,0.001768322,0.008973217],"category_scores_gemma":[0.03169147,0.0007125747,0.0009985884,0.0008925952,0.007050617,0.0100992,0.01192246,0.003029318,0.001077683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001682971,"about_ca_system_score_gemma":0.002319887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003980529,"about_ca_topic_score_gemma":0.000526157,"domain_scores_codex":[0.9932705,0.003983364,0.0003490681,0.0009491768,0.001091736,0.0003561966],"domain_scores_gemma":[0.9747403,0.01600663,0.001409947,0.006311751,0.0008852333,0.0006462142],"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":[0.0001148913,0.0007668097,0.002729197,0.0006245809,0.00005186839,0.0003532982,0.01577981,0.03184175,0.01247005,0.7799442,0.001869955,0.1534535],"study_design_scores_gemma":[0.00006630275,0.0002574323,0.0009542081,0.0001488484,0.00002956154,0.000176482,0.00217388,0.03362894,0.006136428,0.9361163,0.02026851,0.00004299451],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1497222,0.0002571406,0.7790199,0.005662424,0.00008895981,0.0005292936,0.00003774742,0.0006700885,0.06401234],"genre_scores_gemma":[0.6866009,0.0004054974,0.3088302,0.0004080827,0.00003864296,0.0004725367,0.00006642659,0.0001133861,0.003064315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01010945,"threshold_uncertainty_score":0.05346447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3342486398462709,"score_gpt":0.4042710682404504,"score_spread":0.07002242839417949,"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."}}