{"id":"W6986308184","doi":"","title":"9781003454342_10.4324_9781003454342-7.pdf","year":2024,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Statistical and numerical algorithms","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diaspora; South asia; Intersection (aeronautics); Asian studies; Dialogic; Poetics; Diversity (politics); Politics","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":["insufficient_payload"],"category_scores_codex":[0.0004721128,0.000782682,0.0008679046,0.0002510218,0.000205188,0.0004793514,0.00103775,0.0003875376,0.9286405],"category_scores_gemma":[0.0005683636,0.0005257254,0.0003486572,0.00067283,0.0003871876,0.0001250179,0.0003883553,0.0008920233,0.9867625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001603749,"about_ca_system_score_gemma":0.0001490262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002198889,"about_ca_topic_score_gemma":0.0001114614,"domain_scores_codex":[0.9964352,0.0002051242,0.0007523695,0.0009602205,0.0009536821,0.0006933522],"domain_scores_gemma":[0.99712,0.0009284779,0.0004272872,0.001178049,0.00009802105,0.000248209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000011187,0.00009417302,0.000002424849,0.0003101323,0.0003188379,0.00004220117,0.00005412664,1.444579e-7,0.000004385815,0.05539814,0.1857121,0.7580522],"study_design_scores_gemma":[0.0002402909,0.00005755459,0.00001216177,0.000330235,0.0003795215,0.00003446774,0.0000366024,0.0001436815,0.00001204663,0.214584,0.7836035,0.0005659621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001684603,0.00002229459,0.01380373,0.001991201,0.002697568,0.001032817,2.859972e-7,0.0007641492,0.9796863],"genre_scores_gemma":[0.00004443966,0.0001603531,0.01797105,0.0006250145,0.002307156,0.0002727654,0.0003111017,0.001182351,0.9771258],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7574862,"threshold_uncertainty_score":0.9997194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04238090284222386,"score_gpt":0.3398717961368106,"score_spread":0.2974908932945867,"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."}}