{"id":"W2561970431","doi":"","title":"Evaluation by Grade 5 and 6 Students of the Promisingness of Ideas in Knowledge-Building Discourse.","year":2011,"lang":"en","type":"article","venue":"Computer Supported Collaborative Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Selection (genetic algorithm); Computer science; Mathematics education; Discourse analysis; Big data; Sociology; Psychology; Pedagogy; Linguistics; 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":[0.005206178,0.000182381,0.000358298,0.0002129678,0.0001287034,0.0000198918,0.0003208951,0.000105238,0.0001035235],"category_scores_gemma":[0.0003102695,0.0001455569,0.00003837022,0.001243476,0.0002603988,0.000104331,0.0001634447,0.0005819826,0.000001688256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005484518,"about_ca_system_score_gemma":0.000148463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009214523,"about_ca_topic_score_gemma":0.00001069575,"domain_scores_codex":[0.9933068,0.005216119,0.0004985163,0.0003594666,0.0003850895,0.0002340113],"domain_scores_gemma":[0.9982732,0.0002458536,0.0005710998,0.0002466243,0.0006290971,0.00003410286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008893939,0.0005346299,0.7811653,0.00004100298,0.000227604,0.000003177285,0.1414982,0.0001752453,0.005870305,0.003058874,0.0003809973,0.06695573],"study_design_scores_gemma":[0.001936442,0.0004338526,0.9834929,0.0002608177,0.0000919798,0.000004518457,0.005412997,0.003118929,0.003862781,0.0006607376,0.0005046368,0.00021947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745002,0.00047643,0.02154228,0.00004106597,0.0004908295,0.0004991643,0.000003767053,0.00002528044,0.002420993],"genre_scores_gemma":[0.9944826,0.000001955856,0.005093948,0.00001444846,0.00003727389,0.00003214118,0.0000062645,0.0000228278,0.0003085725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2023276,"threshold_uncertainty_score":0.5935639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05360122041047984,"score_gpt":0.4168100022481266,"score_spread":0.3632087818376468,"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."}}