{"id":"W2902362094","doi":"","title":"Aggregating Students' Observations in Support of Community Knowledge and Discourse.","year":2013,"lang":"en","type":"article","venue":"Computer Supported Collaborative Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Knowledge management; Natural language processing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002762566,0.0002580267,0.0004891462,0.0003721765,0.00039404,0.00009506202,0.0003737235,0.0001418311,0.0004668304],"category_scores_gemma":[0.0003469874,0.000257362,0.00004186635,0.001505812,0.0002784625,0.0002838233,0.0002851726,0.001705007,0.0000553772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005316417,"about_ca_system_score_gemma":0.0001079534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004782178,"about_ca_topic_score_gemma":0.0000504157,"domain_scores_codex":[0.993149,0.005314375,0.0006493636,0.0002951715,0.0001969777,0.0003951064],"domain_scores_gemma":[0.9974187,0.001101628,0.0004614733,0.0003486105,0.0005955249,0.00007405935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000202769,0.0004670085,0.7912198,0.0000398325,0.0001378849,0.000009280173,0.1395544,0.0002206733,0.001007678,0.00245155,0.00588857,0.05898306],"study_design_scores_gemma":[0.001149184,0.0005385937,0.9749358,0.00007795141,0.00001777721,0.00000761542,0.01430171,0.0008160752,0.00007670498,0.0002086419,0.007605183,0.000264711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971547,0.0001151704,0.02180003,0.0004149625,0.0003454612,0.0004338283,0.000005789441,0.0001064314,0.005231324],"genre_scores_gemma":[0.9833893,0.000003646291,0.01393096,0.0002844369,0.00008292613,0.00008637661,0.00006940802,0.00003636738,0.002116567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1837161,"threshold_uncertainty_score":0.9999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05256470829240372,"score_gpt":0.4029348234226964,"score_spread":0.3503701151302926,"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."}}