{"id":"W2561542989","doi":"","title":"Promoting Interdisciplinary Resources: Teaching Scholars Portal Search","year":2008,"lang":"en","type":"article","venue":"Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Computer science; Political science; Sociology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001191192,0.0003714795,0.0004645253,0.0004303012,0.002709267,0.0007079184,0.001465746,0.000190918,0.0001269766],"category_scores_gemma":[0.0002172826,0.0004325741,0.000248725,0.0002937381,0.0002649823,0.004593745,0.002909397,0.001110238,0.0001115344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002268739,"about_ca_system_score_gemma":0.00006265571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003999279,"about_ca_topic_score_gemma":0.000009384359,"domain_scores_codex":[0.9969239,0.0002432923,0.0004035326,0.001059599,0.0006996567,0.000669968],"domain_scores_gemma":[0.9982663,0.0002667761,0.0003285376,0.0004619779,0.00009418073,0.0005821609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004889657,0.00108768,0.7140527,0.0003375317,0.0003225109,0.0002765043,0.1402666,0.01779444,0.003795335,0.001410792,0.001050446,0.1191165],"study_design_scores_gemma":[0.006021214,0.004648507,0.5486459,0.001089078,0.0001798987,0.0006340424,0.0499904,0.0385375,0.002568807,0.0007669303,0.3422888,0.00462896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720662,0.0001897509,0.02251523,0.001266008,0.00009079493,0.0005266697,0.00001660785,0.000173637,0.003155142],"genre_scores_gemma":[0.9871994,0.00009853499,0.006535822,0.0000907995,0.00005913457,0.000004538572,0.00005694172,0.00004240373,0.00591242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3412383,"threshold_uncertainty_score":0.9998126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02869689287578358,"score_gpt":0.2590888367320737,"score_spread":0.2303919438562901,"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."}}