{"id":"W2245841132","doi":"","title":"Automated data analysis to support teacher's knowledge building practice","year":2011,"lang":"en","type":"article","venue":"Computer Supported Collaborative Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université du Québec à Chicoutimi","funders":"","keywords":"Computer science; Data science; Knowledge management","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007219743,0.0005446014,0.0008558462,0.001412413,0.0006086566,0.0002006416,0.001442186,0.0002899015,0.003703208],"category_scores_gemma":[0.001640271,0.0005565253,0.0001266216,0.00890596,0.0001351674,0.0006625149,0.0008972543,0.001700819,0.001172549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001376171,"about_ca_system_score_gemma":0.0003446318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002307449,"about_ca_topic_score_gemma":0.00002447699,"domain_scores_codex":[0.989381,0.006771633,0.0008775326,0.00167407,0.0003730529,0.0009227199],"domain_scores_gemma":[0.9950464,0.0008763244,0.0006827614,0.00175204,0.001309463,0.000332974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001090779,0.002189907,0.1118297,0.00003894594,0.01731874,0.001134263,0.3578763,0.003302064,0.001048091,0.01112915,0.1530734,0.3399687],"study_design_scores_gemma":[0.001556742,0.00210623,0.1929155,0.00004802487,0.001943318,0.00008361466,0.01004011,0.08046263,0.0001866403,0.00004453699,0.7091827,0.001429971],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06986421,0.0001369188,0.8229649,0.0003470034,0.001553159,0.0005736989,0.00004167143,0.002633394,0.101885],"genre_scores_gemma":[0.6000181,0.000001761891,0.3935294,0.0006058607,0.0004358902,0.00005157962,0.0004552978,0.00009456558,0.004807543],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5561092,"threshold_uncertainty_score":0.9996886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1110726878459455,"score_gpt":0.4422019003724382,"score_spread":0.3311292125264927,"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."}}