{"id":"W4239839042","doi":"10.29173/irie99","title":"On IRIE Vol. 8","year":2007,"lang":"en","type":"article","venue":"The International Review of Information Ethics","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Computer science","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01142001,0.00004935342,0.00008070816,0.00005563581,0.000180103,0.00002782995,0.0005274973,0.00006648814,0.0009591646],"category_scores_gemma":[0.01142975,0.00003633986,0.00005215558,0.0001004571,0.0001765923,0.0004129395,0.00003620334,0.0002843701,0.0005804484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002012393,"about_ca_system_score_gemma":0.0002976542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008103157,"about_ca_topic_score_gemma":0.00003621939,"domain_scores_codex":[0.9985594,0.00007247482,0.0004665405,0.00003753013,0.000763251,0.0001008299],"domain_scores_gemma":[0.9971721,0.001636008,0.0003388378,0.0001114719,0.0007113006,0.00003035359],"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":[0.000006635036,0.000007491526,0.00008756123,0.0001734525,0.00001836494,7.485501e-8,0.01137877,0.00000526125,6.737303e-7,0.9229234,0.03769343,0.02770483],"study_design_scores_gemma":[0.00007346756,0.000006804537,0.0007820968,0.0009761808,0.000004432666,3.677129e-7,0.001897133,0.00001032699,0.00005977348,0.01690653,0.9792277,0.00005525196],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003600178,0.0007430802,0.004634491,0.08508363,0.003013799,0.0004428932,0.000009881237,0.00004575233,0.9024263],"genre_scores_gemma":[0.458515,0.1312782,0.006774854,0.3938423,0.001265259,0.00007075827,0.000187318,0.00002305162,0.008043274],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9415342,"threshold_uncertainty_score":0.9999541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04669921496563861,"score_gpt":0.3980469426521333,"score_spread":0.3513477276864946,"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."}}