{"id":"W4399713181","doi":"10.32920/26046532","title":"The Assemblage of Pathways Towards Homelessness for Newcomer Youth","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Invisibility; Settlement (finance); Assemblage (archaeology); Immigration; Positive Youth Development; Political science; Sociology; Criminology; Geography; Business; Law","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":[0.005433899,0.0004014118,0.000455954,0.004444405,0.0042614,0.008702815,0.0009176728,0.001385552,0.00831561],"category_scores_gemma":[0.01152923,0.0004248008,0.0009117867,0.00404007,0.006121829,0.008118559,0.01055856,0.002355529,0.0004265046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006209817,"about_ca_system_score_gemma":0.01276179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01652632,"about_ca_topic_score_gemma":0.02756607,"domain_scores_codex":[0.9968713,0.001436103,0.0003704716,0.0003139444,0.0004752578,0.0005330226],"domain_scores_gemma":[0.9956009,0.002234887,0.0007845111,0.0001944642,0.0006843627,0.0005008855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001279244,0.00009186939,0.06374209,0.009218156,0.0002018978,0.004510916,0.3775739,0.0008218043,0.0006425428,0.244115,0.01185207,0.2871017],"study_design_scores_gemma":[0.0000307043,0.0001589717,0.06215722,0.01763846,0.0002510177,0.002619867,0.6205838,0.0002929894,0.0005043176,0.09828621,0.1974003,0.00007615743],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4967146,0.1709265,0.01187007,0.09742033,0.001238346,0.001106287,0.001461466,0.0001616597,0.2191008],"genre_scores_gemma":[0.8724966,0.1105314,0.006586068,0.002191585,0.0001477919,0.0003732073,0.0006248213,0.00005349454,0.006994962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01652632,"threshold_uncertainty_score":0.04505563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.145521814023149,"score_gpt":0.4382077297134577,"score_spread":0.2926859156903087,"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."}}