{"id":"W4281984232","doi":"10.1111/imig.13027","title":"A Lifeline in troubled waters: A support intervention for migrant farm workers","year":2022,"lang":"en","type":"article","venue":"International Migration","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Okanagan College","funders":"Vancouver Foundation","keywords":"Outreach; Intervention (counseling); Context (archaeology); CLARITY; Population; Economic growth; Business; Work (physics); Political science; Public relations; Sociology; Geography; Engineering; Nursing; Medicine; Economics","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":[0.0009402906,0.00006192262,0.00008076728,0.00009956684,0.0002930123,0.00008077892,0.0002978197,0.000030807,0.0003953402],"category_scores_gemma":[0.0001783024,0.00006536347,0.0001106414,0.0002720939,0.00004904401,0.0002308489,0.0000395827,0.00008122555,0.000007136713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004434619,"about_ca_system_score_gemma":0.0001183655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04015795,"about_ca_topic_score_gemma":0.1448047,"domain_scores_codex":[0.9987469,0.00009347285,0.000256103,0.0001957893,0.0005194619,0.0001883221],"domain_scores_gemma":[0.9996096,0.00006618778,0.0001453922,0.00005093273,0.00008996181,0.00003786103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001569945,0.001583379,0.4503361,0.0000259835,0.000128921,0.00003148371,0.2247547,0.006654849,0.001287458,0.07519452,0.09742823,0.1410044],"study_design_scores_gemma":[0.001341941,0.0001631433,0.02224702,0.00001938999,0.000007544665,0.000001432462,0.02828172,0.004090503,0.00004696255,0.004537376,0.9390972,0.000165769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544031,0.00004576742,0.002557507,0.0375638,0.002399572,0.000624459,0.00007753999,0.00005002076,0.002278218],"genre_scores_gemma":[0.991901,0.00001519888,0.0003495794,0.0002855236,0.0003600119,0.0003567545,0.00009746658,0.000005445536,0.006629031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.841669,"threshold_uncertainty_score":0.9662337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03137377914214477,"score_gpt":0.3465782007159733,"score_spread":0.3152044215738285,"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."}}