{"id":"W7134018465","doi":"","title":"Gezinsmigratie 3.0","year":2025,"lang":"","type":"report","venue":"VU Research Portal","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"L'Alliance Boviteq","funders":"","keywords":"","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":["metaresearch","metaepi_narrow","bibliometrics","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.04338754,0.002691786,0.003859085,0.01267978,0.002886372,0.002072316,0.005720331,0.004099469,0.0547331],"category_scores_gemma":[0.0276219,0.002787677,0.002359748,0.01452054,0.005322509,0.0009067907,0.006088821,0.02029052,0.07432871],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003555424,"about_ca_system_score_gemma":0.09529989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008606989,"about_ca_topic_score_gemma":0.006058677,"domain_scores_codex":[0.9428483,0.005206604,0.00510402,0.006021971,0.03146755,0.009351509],"domain_scores_gemma":[0.965755,0.003121082,0.001572752,0.007872934,0.0185773,0.00310088],"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":[0.0003806222,0.001654433,0.00414021,0.003054883,0.002250674,0.02274684,0.0002723351,0.00001025473,0.001006794,0.002316247,0.9332086,0.02895813],"study_design_scores_gemma":[0.001273099,0.0009913533,0.003198277,0.004319292,0.0003821172,0.0008480179,0.001078526,0.0002795297,0.0006444709,0.0008099336,0.9840407,0.002134733],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006710266,0.02447491,0.00001217945,0.0005139745,0.004818912,0.006747275,0.00657108,0.0005824806,0.9495689],"genre_scores_gemma":[0.1371599,0.02860514,0.000310638,0.00004798713,0.005656617,0.001801977,0.007284804,0.001274252,0.8178586],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1317103,"threshold_uncertainty_score":0.9996592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2192796478367998,"score_gpt":0.4976992961040501,"score_spread":0.2784196482672502,"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."}}