{"id":"W1561011154","doi":"","title":"Peer Presence and Real-Time Assessment: A Symbiotic Relationship","year":2003,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; World Wide Web; Process (computing); Field (mathematics); Peer feedback; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001280973,0.000205024,0.0002553918,0.0007707104,0.0002483767,0.00004139581,0.0001745977,0.000235788,0.002134116],"category_scores_gemma":[0.004107882,0.0001952736,0.0000185602,0.0008049474,0.0005999281,0.00006847026,0.00003447009,0.0009465946,0.0001558989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004350932,"about_ca_system_score_gemma":0.0002952712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002606862,"about_ca_topic_score_gemma":0.00001477504,"domain_scores_codex":[0.9980039,0.0006043192,0.0002718417,0.0005140334,0.0002626833,0.0003431997],"domain_scores_gemma":[0.996262,0.002821207,0.0001466584,0.0003447943,0.0003112989,0.0001140152],"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":[0.000006910901,0.000114636,0.1414239,0.00000712592,0.00002335111,0.000003358277,0.001486985,1.044843e-7,0.0004813138,0.8512655,0.003429347,0.00175741],"study_design_scores_gemma":[0.000331487,0.00008729711,0.3416547,0.00004859777,0.00001857746,0.00004040751,0.0002483891,0.00001838615,0.00005254287,0.6558406,0.001469464,0.0001896068],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2935307,0.0003473582,0.0004948868,0.4828854,0.002921393,0.0004192971,0.00001418941,0.0003069882,0.2190798],"genre_scores_gemma":[0.958762,0.00002278275,0.008215203,0.0001305888,0.0001612702,0.0001239032,0.00003471524,0.0000192912,0.03253022],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6652313,"threshold_uncertainty_score":0.998778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06256231507210246,"score_gpt":0.3825499044665831,"score_spread":0.3199875893944806,"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."}}