{"id":"W3122128289","doi":"","title":"Rohan Alexander: Shelter usage in Toronto (2017-2021)","year":2021,"lang":"en","type":"article","venue":"","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography; Media studies; History; Sociology","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":[0.002981573,0.001157311,0.0007882614,0.003590783,0.00267777,0.003371938,0.001128268,0.001142409,0.2308502],"category_scores_gemma":[0.01683962,0.0008039629,0.0007387481,0.007789862,0.001456969,0.002332611,0.003435798,0.001658014,0.1009964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004554053,"about_ca_system_score_gemma":0.008189029,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2894729,"about_ca_topic_score_gemma":0.4521098,"domain_scores_codex":[0.9971964,0.0006040867,0.0001636349,0.0004546974,0.001174449,0.0004065325],"domain_scores_gemma":[0.992022,0.002124469,0.0003568948,0.00166601,0.002691666,0.001138853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00007663666,0.000005821206,0.001815288,0.000112145,0.00001175868,0.00008696785,0.0006779095,0.0001825218,0.000262005,0.002130658,0.9487819,0.04585634],"study_design_scores_gemma":[0.00002114714,0.00001389129,0.007610687,0.0002698956,0.00001755918,0.0001264173,0.000974837,0.0008083062,0.001282082,0.002511654,0.9863108,0.00005281818],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.03282982,0.01573785,0.05751976,0.04664718,0.009244655,0.0003332304,0.4388011,0.148479,0.2504073],"genre_scores_gemma":[0.1834915,0.01035439,0.05170617,0.004000937,0.001481472,0.0007943418,0.219734,0.08364715,0.4447901],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7105271,"threshold_uncertainty_score":0.772271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01514741026689024,"score_gpt":0.2723466886550244,"score_spread":0.2571992783881341,"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."}}