{"id":"W2115366266","doi":"10.29173/cmplct8714","title":"Building Blocks and Learning","year":2004,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Cognitive Science and Education Research","field":"Neuroscience","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creativity; Rhetoric; Curriculum; Class (philosophy); Computer science; Mathematics education; Composition (language); Cognitive science; Sociology; Linguistics; Pedagogy; Psychology; Artificial intelligence; Social psychology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004333138,0.00006772886,0.00009239763,0.0002393488,0.0002963275,0.0002393515,0.0002771697,0.00002349449,0.00005885129],"category_scores_gemma":[0.0007405563,0.00006478734,0.00002629812,0.0001244676,0.0002793156,0.0007530494,0.00006745318,0.000284833,0.000003564997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006715154,"about_ca_system_score_gemma":0.0002497396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009938297,"about_ca_topic_score_gemma":0.000007497941,"domain_scores_codex":[0.9990604,0.00009782476,0.0002089055,0.0001604534,0.0003551274,0.0001172788],"domain_scores_gemma":[0.9990732,0.000134134,0.0001612752,0.00005486502,0.0004177705,0.0001587412],"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":[0.0002120088,0.001335052,0.01683402,0.00002585306,0.00002610721,0.000008735113,0.006181994,0.0004554488,0.3199149,0.4293005,0.0001512156,0.2255542],"study_design_scores_gemma":[0.001552772,0.0007756503,0.3314443,0.0002700475,0.00002025051,0.001986127,0.004371239,0.001343406,0.1200205,0.5264643,0.011329,0.0004224477],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908097,0.00003830904,0.004371624,0.003252911,0.0004807264,0.00005265943,0.000001954817,0.000009108253,0.0009830513],"genre_scores_gemma":[0.9949545,0.0001232477,0.003771323,0.000768166,0.0003047832,0.000001719729,0.000001665487,0.000003650595,0.00007091235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3146103,"threshold_uncertainty_score":0.2641951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1389580079105654,"score_gpt":0.4195257521467577,"score_spread":0.2805677442361924,"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."}}