{"id":"W4361191518","doi":"10.32920/22341319","title":"The failures of a ‘model’ system: RSD in Canada","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refugee; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005569798,0.0004074317,0.0008705093,0.001583453,0.02984665,0.00795882,0.003988194,0.002659794,0.0131782],"category_scores_gemma":[0.01342616,0.0006335585,0.0006377456,0.004390264,0.01027435,0.003182651,0.006303815,0.006738371,0.0007451635],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1888813,"about_ca_system_score_gemma":0.2936844,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9987475,"about_ca_topic_score_gemma":0.9992161,"domain_scores_codex":[0.9927609,0.0008655467,0.000213911,0.000561107,0.001865898,0.003732675],"domain_scores_gemma":[0.9870707,0.001285978,0.0007550517,0.0006788056,0.005835962,0.004373446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004272747,0.000254015,0.1474922,0.0004612726,0.0001291293,0.003022304,0.2671354,0.002115936,0.00059383,0.2351715,0.2164868,0.1267103],"study_design_scores_gemma":[0.0001080419,0.0001249486,0.2179464,0.001162185,0.0001330094,0.0009128589,0.4590838,0.003643748,0.0006341524,0.01660501,0.2993377,0.0003081884],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7294173,0.00425892,0.001455445,0.1383751,0.0005384002,0.0001779191,0.002127947,0.0001257033,0.1235232],"genre_scores_gemma":[0.9714054,0.001836107,0.0006018631,0.004883512,0.00003294202,0.0000345003,0.0004184914,0.0001131664,0.02067411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1888813,"threshold_uncertainty_score":0.9407827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05521269592082877,"score_gpt":0.3318281195034449,"score_spread":0.2766154235826161,"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."}}