{"id":"W4387527980","doi":"10.32920/24280150.v1","title":"A Long Journey of Integration","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Educational and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Agency (philosophy); Outcome (game theory); Process (computing); Sociology; Work (physics); Public relations; Migrant workers; Political science; Social psychology; Psychology; Computer science; Economic growth; Social science; Economics; Engineering; Microeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005222933,0.00005666774,0.0001368854,0.00004628328,0.0002411197,0.00003234083,0.0001566959,0.0001244108,0.0002133291],"category_scores_gemma":[0.0004961271,0.00004922065,0.0000880448,0.000124445,0.0001639287,0.0000295157,0.0001286235,0.0001543279,0.00004555588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008494688,"about_ca_system_score_gemma":0.0004154896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02835619,"about_ca_topic_score_gemma":0.0476887,"domain_scores_codex":[0.9992611,0.00008435714,0.0001585383,0.0001094093,0.0002882534,0.00009830242],"domain_scores_gemma":[0.9994144,0.0001382869,0.0001094648,0.00006195765,0.0002417967,0.00003410537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002966444,0.00007565256,0.02128659,0.00004917877,0.0001071606,8.331211e-7,0.2213754,0.00001863899,0.00000591396,0.7023763,0.04678533,0.00791606],"study_design_scores_gemma":[0.00007140764,0.00001458967,0.2394616,0.0002643185,0.0000493636,5.000787e-8,0.1538917,0.000009550581,0.00007355399,0.5912928,0.01458833,0.0002826982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1687546,0.0006663698,0.002078351,0.05158768,0.006223895,0.0006019973,0.00002712868,0.0002882253,0.7697718],"genre_scores_gemma":[0.9517966,0.0011425,0.0003259858,0.00005694207,0.000767321,0.00002776787,0.00001446322,0.000005870507,0.04586257],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.783042,"threshold_uncertainty_score":0.9781141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2095385133668086,"score_gpt":0.4478810360249668,"score_spread":0.2383425226581582,"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."}}