{"id":"W4200211830","doi":"10.32920/17041640.v1","title":"An Exchange of Immigrant Integration Practices","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Robert Bosch Stiftung; Körber-Stiftung; Heinrich Böll Stiftung","keywords":"Immigration; Context (archaeology); Best practice; Political science; Sociology; Public relations; Geography; Law; Archaeology","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":[0.01238047,0.0007099839,0.0004240678,0.001258498,0.03561696,0.01278482,0.00185578,0.004513016,0.01144263],"category_scores_gemma":[0.01218962,0.0005102538,0.0004505992,0.00273017,0.01885476,0.006402098,0.02149996,0.007412533,0.0008679127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04779085,"about_ca_system_score_gemma":0.03187936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3544057,"about_ca_topic_score_gemma":0.5502248,"domain_scores_codex":[0.9845943,0.01045219,0.0003427639,0.000785852,0.00185644,0.001968371],"domain_scores_gemma":[0.9897283,0.002761174,0.0006690816,0.001366386,0.001964296,0.003510613],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002559607,0.00001475533,0.001035968,0.0000488822,0.000006277613,0.000929238,0.8904953,0.00008417493,0.0003370824,0.07492931,0.02176301,0.0103304],"study_design_scores_gemma":[0.00001163873,0.00003213686,0.002641682,0.0002935306,0.00001164979,0.0003716219,0.5187446,0.0001839519,0.0002671833,0.007060708,0.4703369,0.00004434147],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3496443,0.009193599,0.01491259,0.2013803,0.003633487,0.0002867826,0.0004935819,0.0002573827,0.420198],"genre_scores_gemma":[0.9111266,0.001822555,0.004412239,0.00634026,0.0001986518,0.0001165394,0.000148105,0.0001685447,0.07566655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3544057,"threshold_uncertainty_score":0.7046857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1265940202209844,"score_gpt":0.4674895030566329,"score_spread":0.3408954828356485,"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."}}