{"id":"W2274415931","doi":"","title":"Knowledge building international project: Designs for deep understanding","year":2011,"lang":"en","type":"article","venue":"Computer Supported Collaborative Learning","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001536052,0.0001677451,0.0001825958,0.0003676685,0.001370495,0.000288672,0.0003520837,0.00011291,0.000643674],"category_scores_gemma":[0.0008417281,0.0001811507,0.00005671786,0.001318173,0.0002125774,0.0007382341,0.00006295987,0.0003615758,0.00003375151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003837813,"about_ca_system_score_gemma":0.0009735648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000902117,"about_ca_topic_score_gemma":0.000154223,"domain_scores_codex":[0.9979976,0.0006960318,0.000292291,0.0003746733,0.0002388935,0.0004004654],"domain_scores_gemma":[0.9976965,0.0006151825,0.0003659155,0.0001004936,0.001136274,0.00008559649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001196394,0.0002021566,0.01245833,0.00001939159,0.0002169766,0.000007123026,0.438065,0.0001015416,0.0001847625,0.5231298,0.007674209,0.01782111],"study_design_scores_gemma":[0.000690801,0.0002669173,0.001571308,0.00005499881,0.0000320771,0.000002079931,0.1252289,0.00727139,0.0002737335,0.002136854,0.8620673,0.0004036779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005359226,0.00005546002,0.8684968,0.0009040964,0.002564475,0.0006900817,0.000002910385,0.0002622961,0.1216647],"genre_scores_gemma":[0.8974995,0.00002168543,0.09730233,0.0001896302,0.00101846,0.0001028891,0.00003296552,0.00003177519,0.003800746],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8921403,"threshold_uncertainty_score":0.9999296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2946123532695533,"score_gpt":0.4413676817867641,"score_spread":0.1467553285172108,"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."}}