{"id":"W1494039517","doi":"10.1002/9781119953616.ch9","title":"Computer‐aided Constructivism","year":2011,"lang":"en","type":"other","venue":"","topic":"Language and cultural evolution","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Constructivism (international relations); Computer science; Mathematics education; Mathematics; Political science","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":[0.01172904,0.0006908647,0.0006255291,0.002546146,0.001315804,0.009219875,0.002028141,0.0009425092,0.0235362],"category_scores_gemma":[0.02250786,0.0006927886,0.001186695,0.002667164,0.008877018,0.007978188,0.004244847,0.00317633,0.003123888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003783077,"about_ca_system_score_gemma":0.00403838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0029326,"about_ca_topic_score_gemma":0.002682853,"domain_scores_codex":[0.9931809,0.004657276,0.0002987787,0.000664893,0.001052853,0.0001451839],"domain_scores_gemma":[0.9814416,0.01339961,0.0002515304,0.003556933,0.001207925,0.0001423985],"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":[0.00001080111,0.00001575461,0.000190353,0.0001080085,0.00001196534,0.00001093557,0.001473758,0.001365677,0.0001268444,0.9534071,0.003705194,0.03957348],"study_design_scores_gemma":[0.00001758105,0.000008405615,0.0002293578,0.0001438889,0.000007008154,0.000027892,0.000528597,0.00701734,0.0004738455,0.9110807,0.08045687,0.00000852234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.008588768,0.002047541,0.754679,0.007025695,0.0003209324,0.0003712846,0.0005703098,0.001331612,0.2250649],"genre_scores_gemma":[0.2951211,0.00272762,0.6521491,0.0006700594,0.0002432355,0.001481112,0.001374643,0.0007833669,0.04544978],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0235362,"threshold_uncertainty_score":0.07873642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188097146605313,"score_gpt":0.266571622899568,"score_spread":0.2477619082390367,"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."}}