{"id":"W1482232605","doi":"","title":"Effects of the peer-reviewer component of a computer-aided PSI course","year":2009,"lang":"en","type":"article","venue":"Mspace (University of Manitoba)","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Component (thermodynamics); Course (navigation); Computer science; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005987722,0.00006902708,0.0002058576,0.00005149354,0.000227803,0.000007242297,0.0004756904,0.00005901253,0.000007533335],"category_scores_gemma":[0.0002570766,0.00006934898,0.0001164183,0.000332383,0.0003703562,0.0002334747,0.00006904394,0.00010941,0.000006912933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109634,"about_ca_system_score_gemma":0.0001328637,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003928138,"about_ca_topic_score_gemma":0.0239766,"domain_scores_codex":[0.9986743,0.0004653602,0.00008537943,0.0001277409,0.0005191481,0.000128093],"domain_scores_gemma":[0.998471,0.0002917517,0.0004223345,0.0002186936,0.0005513059,0.00004495876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005443378,0.008395677,0.4537173,0.001500975,0.0007358329,0.0000272155,0.1219424,0.0006396261,0.042685,0.1017754,0.1143161,0.1537201],"study_design_scores_gemma":[0.0003676453,0.0001368912,0.9518656,0.0001470533,0.0001363281,4.579441e-7,0.01127676,0.00009277552,0.001203932,0.0007295469,0.03395458,0.00008840595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744117,0.0002095168,0.001049555,0.01409477,0.0006886496,0.000443635,0.000002082287,0.00001610408,0.009084047],"genre_scores_gemma":[0.9963586,0.0001446151,0.003079205,0.00005897028,0.00006822591,1.149935e-7,7.286302e-7,0.000002790354,0.0002867548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4981483,"threshold_uncertainty_score":0.9938333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01858508655808376,"score_gpt":0.2904723410657503,"score_spread":0.2718872545076665,"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."}}