{"id":"W4400483628","doi":"10.1007/s12134-024-01168-3","title":"The Transition of Young Adult Newcomers to Canada: Supporting Participant Joint Projects","year":2024,"lang":"en","type":"article","venue":"Journal of International Migration and Integration / Revue de l integration et de la migration internationale","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; University of Calgary; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Joint (building); Transition (genetics); Participant observation; Sociology; Gender studies; Anthropology; Engineering; Biology","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":[0.01442072,0.0006499119,0.0008655468,0.001710823,0.03352252,0.008182266,0.004138277,0.002799972,0.005591388],"category_scores_gemma":[0.02060958,0.0007611865,0.0005828475,0.002160351,0.004013273,0.002303689,0.0119675,0.005107765,0.0007391449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05966767,"about_ca_system_score_gemma":0.3172776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9496605,"about_ca_topic_score_gemma":0.98368,"domain_scores_codex":[0.9894846,0.002882355,0.0002433884,0.0006806236,0.001437477,0.005271526],"domain_scores_gemma":[0.9415423,0.003984452,0.001285273,0.0008164325,0.01494043,0.03743108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000723752,0.002640623,0.08684628,0.0003681586,0.00004550492,0.001466616,0.7939009,0.0002709853,0.001242621,0.002458394,0.02908433,0.08095178],"study_design_scores_gemma":[0.00007990331,0.0003436999,0.04044869,0.0002218438,0.00002922581,0.00005395078,0.9141629,0.0002176469,0.000312285,0.0003182497,0.04374499,0.00006654578],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693272,0.0005890145,0.0006348111,0.008793847,0.0003713968,0.002424326,0.0007384332,0.00004748899,0.01707349],"genre_scores_gemma":[0.9771426,0.0008255265,0.001907009,0.002321062,0.00005563853,0.0019073,0.000403986,0.00003558055,0.01540125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05966767,"threshold_uncertainty_score":0.4329213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02795080053270698,"score_gpt":0.3275798970412012,"score_spread":0.2996290965084942,"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."}}