{"id":"W4386345468","doi":"10.25071/1497-3170.2493","title":"Groundrules for Constructive Classroom Disussion","year":2001,"lang":"en","type":"article","venue":"CORE","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Constructive; Mathematics education; Computer science; Psychology; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008831822,0.00003053726,0.00003967891,0.00003214088,0.0002990098,0.00001723069,0.0000727789,0.00007775018,0.0001554208],"category_scores_gemma":[0.0002218245,0.00002613933,0.00002294705,0.0001002794,0.0001990405,0.00007214018,0.000004775714,0.00004375215,0.00002772478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005391631,"about_ca_system_score_gemma":0.00007308678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001074199,"about_ca_topic_score_gemma":0.001458608,"domain_scores_codex":[0.9997028,0.00001340611,0.00005394065,0.00007825841,0.00005643349,0.00009519526],"domain_scores_gemma":[0.999741,0.00006815157,0.00003094166,0.00005716193,0.00007564844,0.00002715677],"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":[0.000006289614,0.00001644986,0.04599876,8.896114e-7,0.000002586485,1.719563e-7,0.00210124,3.990806e-8,0.0001175056,0.9119042,0.00427323,0.03557864],"study_design_scores_gemma":[0.0002584358,0.00004296825,0.01406007,0.00001662428,0.000009760855,0.000002880838,0.06393075,0.00003929199,0.0002696874,0.3270394,0.5942239,0.0001062093],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9037209,0.00003962875,0.005114951,0.008250167,0.0007466438,0.000255814,0.000004036624,0.0001479507,0.08171997],"genre_scores_gemma":[0.9945745,0.00004318391,0.001155139,0.000108657,0.0001449992,0.00003216753,0.0000112338,0.000002709198,0.003927372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5899507,"threshold_uncertainty_score":0.2299772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06171265473183824,"score_gpt":0.3819831556448186,"score_spread":0.3202705009129804,"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."}}