{"id":"W249494458","doi":"","title":"E-Technologies: Innovation in an Open World 4th International Conference, MCETECH 2009, Ottawa, Canada, May 4-6, 2009, Proceedings","year":2009,"lang":"en","type":"book","venue":"","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Political science; Regional science; Geography; Computer science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006504169,0.0002539854,0.0002957285,0.00102528,0.0001538808,0.0005736827,0.001903463,0.0003564597,0.002919124],"category_scores_gemma":[0.0002304714,0.0002743156,0.00002123847,0.001096226,0.0001222501,0.0007249163,0.0001415369,0.000521332,0.00004863093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001610095,"about_ca_system_score_gemma":0.005185068,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3101485,"about_ca_topic_score_gemma":0.8892626,"domain_scores_codex":[0.9980146,0.00001356198,0.0004936623,0.0004470506,0.0006474351,0.0003837101],"domain_scores_gemma":[0.9988034,0.00002449701,0.0002512835,0.0001827101,0.0006558874,0.00008219627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002686748,0.000029187,0.0001715022,0.000004875373,0.00000804906,0.000002515761,0.0003312236,0.000004190956,0.000002854963,0.4328307,0.5601659,0.006446302],"study_design_scores_gemma":[0.0001800152,0.00002441673,0.0003626035,0.00011106,0.000005819116,4.377175e-7,0.003343951,0.00004832325,0.00001367132,0.008149012,0.9874084,0.0003522851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002955172,0.00002747315,0.00001613249,0.007715623,0.0009989425,0.0005582044,0.00003942354,0.0002979789,0.9900507],"genre_scores_gemma":[0.01967961,0.00007598054,0.0009742649,0.000553344,0.0002652919,0.00004690196,0.0001685136,0.00002158499,0.9782145],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.579114,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04189315968594635,"score_gpt":0.3105764009420436,"score_spread":0.2686832412560973,"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."}}