{"id":"W2603140028","doi":"","title":"The knowledge connections analyzer","year":2012,"lang":"en","type":"article","venue":"View","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Formative assessment; SQL; Usability; Asynchronous communication; World Wide Web; Knowledge management; Human–computer interaction; Mathematics education; Database; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00062078,0.00003191697,0.00004438249,0.00001151623,0.0008855381,0.00005335305,0.0001241646,0.00002016423,0.0005138341],"category_scores_gemma":[0.00005731008,0.00002036521,0.0000385877,0.0002239471,0.00008825084,0.0001067685,0.00002227014,0.00004032919,0.0009491309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002811513,"about_ca_system_score_gemma":0.00003186636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000109528,"about_ca_topic_score_gemma":0.001023392,"domain_scores_codex":[0.9995004,0.00009632215,0.00005880668,0.00004174362,0.000101785,0.0002009459],"domain_scores_gemma":[0.9996542,0.0001623301,0.0000192803,0.00007572235,0.00003036723,0.00005815031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001401834,0.0001136687,0.1123188,0.000004247166,0.00004597814,1.207002e-7,0.02042494,6.140993e-8,0.00001734305,0.7425354,0.06492075,0.05961738],"study_design_scores_gemma":[0.00003074979,0.00000258354,0.03565578,0.000003312483,0.00001168612,6.47974e-8,0.002969982,9.339917e-7,0.000001864569,0.0002274128,0.9610618,0.00003381837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02003718,0.0154049,0.00004952743,0.003891855,0.001655172,0.0001650389,5.614709e-7,0.00006575484,0.95873],"genre_scores_gemma":[0.9769058,0.001908962,0.00002544232,0.00008611651,0.0007019096,0.00001496867,4.379072e-7,0.000003000103,0.02035336],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9568686,"threshold_uncertainty_score":0.9998288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06088683430738525,"score_gpt":0.407210728931103,"score_spread":0.3463238946237178,"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."}}