{"id":"W2050614802","doi":"10.1007/s10758-009-9151-0","title":"Constructing Knowledge Via a Peer Interaction in a CAS Environment with Tasks Designed from a Task–Technique–Theory Perspective","year":2009,"lang":"en","type":"article","venue":"International Journal of Computers for Mathematical Learning","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"Université du Québec à Montréal","keywords":"Perspective (graphical); Task (project management); Computer science; Frame (networking); Science education; Process (computing); Range (aeronautics); Learning theory; Human–computer interaction; Mathematics education; Artificial intelligence; Psychology; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.002081953,0.0001224496,0.0002525124,0.0002854185,0.0001142052,0.0001274143,0.0003444265,0.00007154328,0.0001168413],"category_scores_gemma":[0.0010438,0.0001058214,0.0001124299,0.00007773041,0.0001085596,0.0002443667,0.00002587675,0.0004080728,0.000005328154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007750447,"about_ca_system_score_gemma":0.0001158272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004091742,"about_ca_topic_score_gemma":0.00001436399,"domain_scores_codex":[0.9984072,0.0003166821,0.000466558,0.0001437137,0.0005056661,0.0001601431],"domain_scores_gemma":[0.9975771,0.001330036,0.0004938038,0.00007039562,0.0004428468,0.00008578607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000336556,0.0007341008,0.0002254451,0.00001572711,0.0001872548,0.00003262143,0.1098816,0.0002073117,0.0009767296,0.8244168,0.0001724524,0.06281351],"study_design_scores_gemma":[0.0008459622,0.0004432431,0.00008891316,0.0009944196,0.00004855995,0.0001624204,0.02244683,0.005961509,0.001077087,0.9654011,0.002294098,0.0002358413],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01792206,0.00002793264,0.9738092,0.002178036,0.0001684287,0.0003027985,0.000001277399,0.00004532836,0.005544974],"genre_scores_gemma":[0.7563707,0.000004921146,0.2432738,0.00005260024,0.0001890853,0.00001262031,0.000002047094,0.000009319072,0.00008500514],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7384486,"threshold_uncertainty_score":0.4315271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02197965270765716,"score_gpt":0.3590467404187367,"score_spread":0.3370670877110795,"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."}}