{"id":"W7030460750","doi":"","title":"Naar een transdisciplinair STS:Kennisstromen tussen wetenschap en ándere lokale wetensvomen","year":2024,"lang":"nl","type":"book","venue":"VU Research Portal","topic":"Dutch Social and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athena Sustainable Materials Institute","funders":"","keywords":"Context (archaeology); Field (mathematics); Subject (documents); Government (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.005611135,0.001263565,0.001827235,0.0005586249,0.004840327,0.001180375,0.002428435,0.001688252,0.01162455],"category_scores_gemma":[0.0004860276,0.001041002,0.001283297,0.001897087,0.004769227,0.0006323898,0.00156031,0.004932811,0.01507743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001320493,"about_ca_system_score_gemma":0.003603805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003180139,"about_ca_topic_score_gemma":0.006266216,"domain_scores_codex":[0.9843127,0.001551028,0.001349515,0.002312133,0.006452434,0.004022168],"domain_scores_gemma":[0.9952679,0.00104617,0.00030842,0.0007587901,0.001222726,0.001396031],"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":[0.0001314693,0.0003324132,0.0002226942,0.001093628,0.002234693,0.002195901,0.08933267,0.000001525992,0.0003836549,0.0740438,0.8231001,0.006927448],"study_design_scores_gemma":[0.0005208504,0.0006616191,0.001372821,0.0007531619,0.0002510272,0.00001536294,0.09484663,0.000007608123,0.00002687598,0.02564421,0.8746527,0.001247064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01692256,0.008886951,0.000001254998,0.02712452,0.002095612,0.002759908,0.00122861,0.0004343026,0.9405463],"genre_scores_gemma":[0.1545763,0.009287024,0.00004020438,0.000100026,0.006611947,0.000354549,0.000341322,0.0001917133,0.8284969],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1376538,"threshold_uncertainty_score":0.9998565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09355977467020635,"score_gpt":0.4166686904187332,"score_spread":0.3231089157485268,"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."}}