{"id":"W4238167223","doi":"10.32920/14656572","title":"\"A Stone In The Ocean\": A Mixed Methods Investigation Into The Experiences Of Families Trying To Reunite In Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Toronto Metropolitan University; McGill University","funders":"","keywords":"Immigration; Intersectionality; Family reunification; Sociology; Politics; Political science; Focus group; Public relations; Gender studies; Criminology; Law","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01426513,0.000164872,0.0003521761,0.0001926101,0.0005248643,0.0003170463,0.002419279,0.0001428754,0.00009543347],"category_scores_gemma":[0.007559094,0.0001003028,0.00005667203,0.00333215,0.001346709,0.0002225991,0.0007757006,0.0006497046,4.378802e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016819,"about_ca_system_score_gemma":0.01141514,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9973353,"about_ca_topic_score_gemma":0.9991558,"domain_scores_codex":[0.9899766,0.006593497,0.0005603911,0.0004649436,0.001896832,0.0005076862],"domain_scores_gemma":[0.9963009,0.002668451,0.0001988968,0.0004410877,0.0002520006,0.0001386663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003029683,0.000009343993,0.007973095,0.00001733073,0.000004976131,0.000004572255,0.9762422,0.0003970739,0.00009690812,0.001601215,0.000431319,0.01321889],"study_design_scores_gemma":[0.00003567285,0.00001017581,0.01244097,0.00009547078,0.000002542458,9.409679e-8,0.9813902,0.0001953054,0.0006877233,0.003676239,0.001335357,0.000130195],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764026,0.0003787963,0.0001221286,0.01289068,0.0007692969,0.0008207908,0.000001174875,0.00001060408,0.00860396],"genre_scores_gemma":[0.9911039,0.0003388546,0.007407293,0.0006501624,0.00008742985,0.0002300618,0.000002963231,0.000005629666,0.0001736553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01470138,"threshold_uncertainty_score":0.9941892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09725801065594564,"score_gpt":0.4474109218168587,"score_spread":0.350152911160913,"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."}}