{"id":"W7097994817","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); Work (physics); Software; Educational 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":[0.05776576,0.0006958392,0.0008871754,0.002238481,0.00331854,0.003000377,0.002721619,0.0009377117,0.003036507],"category_scores_gemma":[0.04643782,0.0005521281,0.001060088,0.002272143,0.002459467,0.003331626,0.002544774,0.001418661,0.0003442145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006841441,"about_ca_system_score_gemma":0.009759501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02395955,"about_ca_topic_score_gemma":0.03315482,"domain_scores_codex":[0.9666172,0.02727221,0.00260781,0.001174746,0.001043418,0.001284624],"domain_scores_gemma":[0.9270307,0.04978336,0.00348675,0.003998075,0.013463,0.002238153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004078271,0.02517315,0.2961076,0.006705745,0.0003654264,0.000897761,0.2924623,0.001565016,0.0115167,0.006275579,0.004779069,0.3500733],"study_design_scores_gemma":[0.003346647,0.01790935,0.2680239,0.004299321,0.001171637,0.0003968797,0.6329992,0.003976104,0.01425896,0.004432472,0.04895515,0.0002303962],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596812,0.001271402,0.009187331,0.002906856,0.00008322013,0.01577467,0.0004295681,0.0001079011,0.01055786],"genre_scores_gemma":[0.9276918,0.001626304,0.03550566,0.001101748,0.00003765072,0.0310365,0.0004719326,0.00004999216,0.00247854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05776576,"threshold_uncertainty_score":0.3054981,"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."}}