{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01071823,0.0007165741,0.0008708203,0.002935055,0.001540038,0.003221333,0.0009891292,0.001686381,0.006105256],"category_scores_gemma":[0.0419184,0.0003891156,0.0009526814,0.001151512,0.001369944,0.001726833,0.003001952,0.001617192,0.002231508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001387151,"about_ca_system_score_gemma":0.001158201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002900769,"about_ca_topic_score_gemma":0.005214246,"domain_scores_codex":[0.9938416,0.00221989,0.0007995323,0.0007053628,0.001748347,0.0006852041],"domain_scores_gemma":[0.9463142,0.01953179,0.005717578,0.002865741,0.01676444,0.00880629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004492665,0.01839315,0.600103,0.0008104372,0.0002508144,0.001778982,0.1287262,0.0007082542,0.01910357,0.00147206,0.00760152,0.2165593],"study_design_scores_gemma":[0.0006878867,0.0200162,0.8508273,0.000381726,0.0002291914,0.001081426,0.08102195,0.004471422,0.01911374,0.001168163,0.02071193,0.0002890622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967178,0.00005869579,0.0002706629,0.00006132838,0.00002315528,0.0001277986,0.00008802354,0.00002791574,0.00262457],"genre_scores_gemma":[0.9931264,0.0001123859,0.001690013,0.00005280423,0.00001226798,0.0002381,0.0004434814,0.00002093603,0.004303592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01071823,"threshold_uncertainty_score":0.05668408,"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."}}