{"id":"W4391384045","doi":"10.3390/humans4010004","title":"System Intertwining and Immigration Action Plans: The Case of a Provincial Funding Program in Quebec (Canada)","year":2024,"lang":"en","type":"article","venue":"Humans","topic":"Migration, Refugees, and Integration","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Canada Research Chairs; Université du Québec à Chicoutimi","keywords":"Immigration; Action (physics); Political science; Public administration; Economic growth; Economics; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004207888,0.00005610444,0.00007169006,0.00007071851,0.0002681975,0.0001628005,0.00004784424,0.00004664616,0.00001246378],"category_scores_gemma":[0.00004551036,0.00004031891,0.00001978284,0.0001616713,0.00006236863,0.0002935426,0.000006557383,0.00009186791,6.89838e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003101197,"about_ca_system_score_gemma":0.0003679979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9241449,"about_ca_topic_score_gemma":0.9998903,"domain_scores_codex":[0.9993224,0.0001242246,0.0001857257,0.0001201453,0.0001393278,0.0001081371],"domain_scores_gemma":[0.9997719,0.00006444534,0.00004962521,0.00005426342,0.00003765859,0.00002213634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003423443,0.00004890468,0.005559789,0.0004739013,0.00003169679,0.0001216098,0.352471,0.00001929941,0.0008406693,0.4212896,0.002662101,0.2164472],"study_design_scores_gemma":[0.0003292819,0.0002283823,0.0123781,0.001335109,0.00008073824,0.00005917414,0.8291239,0.03517405,0.0006301419,0.0005915287,0.1196855,0.0003840715],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958148,0.0001521788,0.0004405206,0.0002715008,0.0003444672,0.0003954897,0.000005638193,0.00006179756,0.002513634],"genre_scores_gemma":[0.998947,0.00001702121,0.0000195338,0.00001017088,0.0002243034,0.00005387626,0.000008038925,0.000004610974,0.0007153974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.476653,"threshold_uncertainty_score":0.2062785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03053555180524604,"score_gpt":0.3199255724504448,"score_spread":0.2893900206451988,"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."}}