{"id":"W3090292896","doi":"10.18432/ari29445","title":"POST GRADUATE WORK PERMIT AND SOCIAL SUFFERING","year":2020,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Autoethnography; Acculturation; Immigration; Work (physics); Sociology; Graduate students; Adaptation (eye); Social work; Relation (database); Social integration; Psychology; Pedagogy; Aesthetics; Gender studies; Political science; Law; Anthropology; Art; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001735332,0.0001103772,0.0001362339,0.0001387982,0.002355672,0.0005516749,0.000525387,0.00008274557,0.0007895431],"category_scores_gemma":[0.000210974,0.0001082343,0.0001355284,0.0003626159,0.0006130886,0.0005201239,0.0001108179,0.0009862207,0.0001562026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001577079,"about_ca_system_score_gemma":0.0003494877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002042997,"about_ca_topic_score_gemma":0.00009257787,"domain_scores_codex":[0.9972708,0.000382199,0.0002700916,0.0002363188,0.001361579,0.0004790036],"domain_scores_gemma":[0.9986185,0.0002000581,0.00005886701,0.00004809787,0.0006257394,0.0004487266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002576491,0.0001972182,0.01314507,0.00002137747,0.0001341103,0.00009626846,0.9289249,0.00002461099,0.0003316136,0.03893949,0.01068285,0.007244806],"study_design_scores_gemma":[0.002230504,0.0004946686,0.2469703,0.0001219305,0.00004282601,0.0001185313,0.5842483,0.002019171,0.00002299571,0.02533971,0.1375876,0.0008034598],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7190382,0.0000511712,0.0003112672,0.2666499,0.0005488128,0.0001335258,0.00002144583,0.00003640582,0.01320927],"genre_scores_gemma":[0.9942998,0.0001943377,0.0003552241,0.0007314268,0.001706096,0.000009194842,0.00001815538,0.00001692166,0.002668837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3446766,"threshold_uncertainty_score":0.9989432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2630726355305035,"score_gpt":0.4541341518108331,"score_spread":0.1910615162803296,"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."}}