{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002918688,0.0002200813,0.0003059501,0.002022081,0.0006485948,0.001217147,0.0005469384,0.0006276458,0.002220337],"category_scores_gemma":[0.02198455,0.0001428004,0.0001709005,0.001588951,0.0003477315,0.0009229062,0.001799724,0.0007678095,0.0007175106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002643706,"about_ca_system_score_gemma":0.0006430893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001472527,"about_ca_topic_score_gemma":0.003329983,"domain_scores_codex":[0.9976794,0.001125951,0.0001363607,0.0003277856,0.0005846242,0.0001458347],"domain_scores_gemma":[0.9847935,0.008709435,0.001614516,0.001863986,0.00223133,0.0007872147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001506061,0.0009021407,0.2867667,0.0005744402,0.0001972818,0.0005856153,0.04168916,0.002124129,0.1054969,0.001989392,0.004551111,0.5536171],"study_design_scores_gemma":[0.0001382596,0.001410066,0.8127227,0.0002651081,0.0003825666,0.0007283128,0.02969414,0.05651967,0.06614208,0.007729388,0.02407831,0.000189463],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9573815,0.0002053374,0.03376162,0.0001976717,0.00007106367,0.0002842992,0.0006592869,0.0005445957,0.006894592],"genre_scores_gemma":[0.977715,0.00008880903,0.0201544,0.00001961619,0.00002304916,0.0001085962,0.0004394062,0.00004824564,0.001402798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002918688,"threshold_uncertainty_score":0.0154357,"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."}}