{"id":"W3172874489","doi":"10.11575/prism/38851","title":"Design and Implementation of a Recommender System for use at an Emergency Homeless Shelter in Calgary","year":2021,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Recommender system; Computer science; Geography; Data science; World Wide Web","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":[0.00104585,0.000269162,0.0004631852,0.0003118918,0.0009313492,0.001052186,0.001650378,0.001255487,0.005495273],"category_scores_gemma":[0.00175132,0.0003279455,0.0002425314,0.0002394803,0.0002348719,0.0006086178,0.0007009712,0.0006949052,0.001997412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006579546,"about_ca_system_score_gemma":0.001516629,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02020331,"about_ca_topic_score_gemma":0.0244263,"domain_scores_codex":[0.9995217,0.000123452,0.00003989625,0.0001164248,0.0001226263,0.00007592611],"domain_scores_gemma":[0.9990716,0.0001537095,0.000036143,0.00009521857,0.0004300193,0.0002133009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001254142,0.005135481,0.05191629,0.0009395768,0.0002184735,0.003612299,0.008383914,0.02545337,0.1797294,0.004772172,0.02935709,0.6892278],"study_design_scores_gemma":[0.0009076528,0.007979172,0.0893774,0.0003216301,0.0004001919,0.001539068,0.01201994,0.675804,0.06592557,0.0020742,0.1433116,0.0003395417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6311224,0.0004077232,0.3272794,0.001577749,0.0002999555,0.005364038,0.0007052219,0.008370506,0.02487315],"genre_scores_gemma":[0.6107596,0.0002204961,0.363637,0.0004467574,0.00001849853,0.0009597225,0.0006536836,0.0001764812,0.02312782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9797967,"threshold_uncertainty_score":0.04017144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1709986672728344,"score_gpt":0.5024970786196427,"score_spread":0.3314984113468082,"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."}}