{"id":"W7095310236","doi":"","title":"Collaboration in cognitive tutor use in Latin America: Field study and design recommendations","year":2012,"lang":"en","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TUTOR; Cognition; Field (mathematics); Educational software; Software; Computer software; Educational technology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05028262,0.0006697726,0.0009049437,0.002078727,0.003412717,0.002808202,0.002345073,0.000775565,0.002819334],"category_scores_gemma":[0.04181893,0.0004589474,0.0009245233,0.002465545,0.002541984,0.003038759,0.002590292,0.001336555,0.0003070643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006582889,"about_ca_system_score_gemma":0.0113286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03447639,"about_ca_topic_score_gemma":0.04452306,"domain_scores_codex":[0.9748302,0.02025587,0.001740401,0.001115941,0.0008285012,0.001229234],"domain_scores_gemma":[0.9386073,0.03969183,0.003300878,0.003445223,0.0131013,0.001853554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003132782,0.01941064,0.4494472,0.004832643,0.0004189625,0.0006566536,0.2624402,0.001027887,0.007153485,0.006306938,0.003894871,0.2412778],"study_design_scores_gemma":[0.002286359,0.01146056,0.3451879,0.003681901,0.001020892,0.0003001007,0.5853465,0.002665584,0.008459093,0.003641218,0.03579172,0.0001581931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696639,0.001204227,0.005807265,0.002222471,0.00007624869,0.009870024,0.000389641,0.00005734601,0.01070876],"genre_scores_gemma":[0.9559411,0.001410979,0.01863043,0.000985989,0.00003604906,0.02071204,0.0004110904,0.0000373014,0.001835085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05028262,"threshold_uncertainty_score":0.2659231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09531487475267893,"score_gpt":0.3370000618756104,"score_spread":0.2416851871229315,"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."}}