{"id":"W4402189868","doi":"10.32920/26866480.v1","title":"Addressing Public Space Needs in St. James Town","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":"University of Guelph; Toronto Metropolitan University","funders":"","keywords":"Space (punctuation); Public space; Geography; Architectural engineering; Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009082383,0.0001683981,0.0001755019,0.000594391,0.01305419,0.003522846,0.001134415,0.001798955,0.006143502],"category_scores_gemma":[0.001856714,0.0002912065,0.0001577123,0.001037794,0.004074321,0.001480501,0.006233007,0.00141787,0.0002876192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01635967,"about_ca_system_score_gemma":0.02963754,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4592125,"about_ca_topic_score_gemma":0.796573,"domain_scores_codex":[0.9987903,0.0003666392,0.00002766983,0.00006650052,0.0001632949,0.0005856711],"domain_scores_gemma":[0.9980102,0.0003036825,0.0001675129,0.00004968622,0.0002050064,0.001263964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000098545,0.0002695436,0.0415236,0.0008124359,0.00002152336,0.008083033,0.8172747,0.0006045751,0.005565489,0.03840781,0.01951639,0.06782226],"study_design_scores_gemma":[0.000007126112,0.0001127367,0.03695519,0.0001849021,0.000011118,0.0005163017,0.8958566,0.0001930088,0.0002864664,0.001916259,0.06393699,0.00002329638],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9560434,0.0007352442,0.0003445629,0.01729505,0.00007710737,0.00008786056,0.00005961214,0.0000165107,0.02534059],"genre_scores_gemma":[0.9899057,0.0006311483,0.000404814,0.0006536308,0.00002072068,0.00004092397,0.00002150216,0.000004827992,0.00831668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5407875,"threshold_uncertainty_score":0.9130793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2078070092292797,"score_gpt":0.4732105593836269,"score_spread":0.2654035501543472,"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."}}