{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0123426,0.0008246197,0.001069276,0.001323883,0.02417093,0.0201158,0.001622992,0.008719933,0.01876302],"category_scores_gemma":[0.01538472,0.0006775025,0.000965146,0.001602979,0.02370443,0.02964062,0.0300277,0.01890771,0.00597668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006789546,"about_ca_system_score_gemma":0.01203619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00504133,"about_ca_topic_score_gemma":0.005094752,"domain_scores_codex":[0.9885034,0.005788541,0.0003866804,0.00107906,0.002130219,0.002112215],"domain_scores_gemma":[0.9891782,0.001983094,0.0005358059,0.0009862339,0.001837134,0.005479524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001725877,0.0002730797,0.002564174,0.000406349,0.00008225162,0.001841794,0.1372253,0.0002154767,0.001513427,0.5980363,0.147189,0.1104804],"study_design_scores_gemma":[0.0000212342,0.0001488508,0.001919237,0.0009907737,0.00002256733,0.001205345,0.1051643,0.0001730031,0.0003089978,0.2095992,0.6803608,0.00008558541],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05784557,0.04580031,0.01439737,0.7158874,0.01062642,0.000175127,0.0001996469,0.0003803552,0.1546878],"genre_scores_gemma":[0.7334848,0.0226776,0.02127166,0.1112925,0.004608781,0.0004160041,0.0003953392,0.0006719472,0.1051814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02417093,"threshold_uncertainty_score":0.06527472,"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."}}