{"id":"W4414610992","doi":"10.3390/soc15100271","title":"Working from (a New) Home: Tensions Faced by Remote Working Immigrants in Canada","year":2025,"lang":"en","type":"article","venue":"Societies","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"Canada First Research Excellence Fund","keywords":"Immigration; Thematic analysis; Socialization; Flexibility (engineering); Reflexivity; Work (physics); Feeling; Precarious work; Workforce","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002182601,0.0005078306,0.00069241,0.001339957,0.04069837,0.005788147,0.001892474,0.001558326,0.002798697],"category_scores_gemma":[0.003325791,0.0003954099,0.0004213091,0.002266739,0.01257852,0.001384715,0.007276263,0.002834579,0.0002158074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04808997,"about_ca_system_score_gemma":0.06682007,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9728937,"about_ca_topic_score_gemma":0.9915001,"domain_scores_codex":[0.9973948,0.0004961406,0.00006254382,0.000226602,0.0005131731,0.001306794],"domain_scores_gemma":[0.9975628,0.0003896393,0.0002017928,0.00007280333,0.0005209571,0.001252017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008459856,0.00004444879,0.0250254,0.0000740738,0.00001507852,0.002396455,0.9595202,0.00009367082,0.0006476605,0.001472761,0.001729496,0.008896163],"study_design_scores_gemma":[0.00000266216,0.00001496912,0.009027327,0.00005502691,0.000006010225,0.0001337808,0.9861594,0.00005254552,0.00005480564,0.0001012512,0.004371471,0.00002074939],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930293,0.0003292482,0.0001174901,0.001496594,0.00003541227,0.00001984634,0.00004199059,0.000006711777,0.004923508],"genre_scores_gemma":[0.9967687,0.0003602828,0.0001302136,0.0004929503,0.000006235021,0.00001080455,0.00003490688,0.000009903361,0.002185995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04808997,"threshold_uncertainty_score":0.3489187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01618499652130967,"score_gpt":0.2362922740280798,"score_spread":0.2201072775067701,"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."}}