{"id":"W7109025839","doi":"10.5281/zenodo.17831145","title":"The Theoretical Apparatus: Framework for Analyzing Structural Strain and Institutional Adaptation in Multicultural Welfare States","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bureaucracy; Adaptation (eye); Immigration; Population; Welfare state; Welfare; Human capital; Multiculturalism; Geopolitics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004733333,0.0007519144,0.0006958194,0.004181275,0.002014313,0.004189604,0.002560347,0.001663502,0.01120243],"category_scores_gemma":[0.006771758,0.0004424302,0.001516299,0.00398992,0.008340605,0.004286173,0.003870477,0.002048566,0.0006990146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007108359,"about_ca_system_score_gemma":0.005328726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009199116,"about_ca_topic_score_gemma":0.006730655,"domain_scores_codex":[0.9972698,0.00175456,0.0001447613,0.0002964649,0.0002757344,0.0002586454],"domain_scores_gemma":[0.9973475,0.001440256,0.000491815,0.0003154639,0.0002478897,0.000157078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002944446,0.00001738407,0.0009379065,0.00003507145,0.00001076082,0.00002392037,0.0005459331,0.002538671,0.00003488967,0.9924898,0.0004329131,0.002929929],"study_design_scores_gemma":[0.00001414495,0.00003015688,0.002485872,0.0001479156,0.00001848005,0.00003878873,0.001569854,0.01102371,0.0001191595,0.9730808,0.01145056,0.00002063715],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05912865,0.002610378,0.7792879,0.0156267,0.0001836982,0.001048482,0.002229275,0.0002451811,0.1396397],"genre_scores_gemma":[0.7983167,0.001397078,0.1898484,0.0008548313,0.0001313543,0.003141371,0.0006532815,0.0000568996,0.005600059],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01120243,"threshold_uncertainty_score":0.05157501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02314766429978977,"score_gpt":0.2906910180050807,"score_spread":0.267543353705291,"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."}}