{"id":"W4253956561","doi":"10.14322/publons.r2769118","title":"10.14322/publons.r2769118","year":2000,"lang":"en","type":"dataset","venue":"Time to knit","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Middle East; Geography; Political science; History; Archaeology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000966932,0.000325696,0.0004455602,0.0002337292,0.0004958257,0.0002387429,0.001365258,0.0004800911,0.9981914],"category_scores_gemma":[0.000276881,0.0003780013,0.0001186791,0.0002726646,0.0002294876,0.0001529477,0.0001648702,0.0003509203,0.9969512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005320061,"about_ca_system_score_gemma":0.0007715908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001327895,"about_ca_topic_score_gemma":0.00002929235,"domain_scores_codex":[0.9976221,0.000232356,0.0003940648,0.0005468568,0.0005038076,0.0007007638],"domain_scores_gemma":[0.9985536,0.0002548519,0.0001512475,0.0006067261,0.00006066595,0.0003729016],"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":[0.00001365683,0.00003917028,4.121794e-8,0.000008170939,0.0000459314,0.000007769278,0.0001192559,0.00000113211,4.487777e-8,0.000001070198,0.9382834,0.06148034],"study_design_scores_gemma":[0.0001222074,0.0000300435,0.000002706278,0.00003493178,0.00003959727,9.263562e-7,0.00001852569,2.251414e-7,3.50397e-7,0.00002181451,0.9992451,0.0004835466],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000114931,0.00003125084,1.343356e-8,0.0004613454,0.00003858214,0.0002946903,0.4670428,0.00009146526,0.5320387],"genre_scores_gemma":[8.481088e-9,0.000008285407,0.00006060863,0.0002187794,0.0005052917,0.00005597729,0.4243795,0.00001861053,0.574753],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0609968,"threshold_uncertainty_score":0.9998672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064068929416446,"score_gpt":0.2405784696278384,"score_spread":0.2299377803336739,"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."}}