{"id":"W4414088417","doi":"10.56508/mhgcj.v8i1.308","title":"Suicidality among Immigrants: A Qualitative Profile of Studies on Experiences of Immigrants in Canada, United Kingdom and United States of America","year":2025,"lang":"en","type":"article","venue":"Mental Health Global Challenges Journal","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acculturation; Immigration; Mental health; Thematic analysis; Suicide prevention; Kingdom; Suicidal ideation; Poison control","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008518472,0.0002178654,0.0008420895,0.0003450455,0.0001404663,0.000003719661,0.0001756334,0.00004741079,0.00002088511],"category_scores_gemma":[0.00009458486,0.0001762324,0.00005860292,0.000786785,0.0004836452,0.00005677165,0.00007399709,0.0002217103,2.457899e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005033961,"about_ca_system_score_gemma":0.0003258295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8521717,"about_ca_topic_score_gemma":0.6506514,"domain_scores_codex":[0.9968118,0.001001316,0.001150992,0.0002527277,0.000382134,0.0004009961],"domain_scores_gemma":[0.9982016,0.0004652756,0.0008419332,0.0001445766,0.0002400561,0.0001065538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001931502,0.0006362155,0.1035928,0.0008945941,0.0009106621,0.00002480284,0.8851217,0.00002902546,0.000009878582,0.00127306,0.001502838,0.004072928],"study_design_scores_gemma":[0.00125769,0.0007627958,0.1830743,0.0004313758,0.00001430977,0.000005240671,0.8138747,0.00002537736,0.0001202388,0.0002735344,0.00006505376,0.00009545566],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658765,0.03053785,0.000002542752,0.00240485,0.0004106387,0.0003151367,0.0002450951,0.000005631823,0.0002017683],"genre_scores_gemma":[0.9917801,0.007630114,0.00006147297,0.0004588393,0.00001014485,0.00002848878,0.00001401195,0.000005707402,0.00001113748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2015203,"threshold_uncertainty_score":0.7186546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09589594992469071,"score_gpt":0.4338984483863866,"score_spread":0.3380024984616959,"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."}}