{"id":"W3176537404","doi":"","title":"Understandings of homelessness in Aotearoa New Zealand and how they impact a local response: A case study of The People's Project in Hamilton","year":2021,"lang":"en","type":"dissertation","venue":"Research Commons (University of Waikato)","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aotearoa; Gender studies; Sociology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003115899,0.0002170621,0.001268431,0.001256634,0.0005030606,0.00001660218,0.000520132,0.0004976793,0.00004268846],"category_scores_gemma":[0.0003055606,0.0001940073,0.000137091,0.002288208,0.0002719109,0.0001493001,0.0003486091,0.001786509,4.831089e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006095082,"about_ca_system_score_gemma":0.003169907,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6060808,"about_ca_topic_score_gemma":0.9742088,"domain_scores_codex":[0.9923869,0.005479815,0.0003447901,0.0003723781,0.0008801579,0.0005359172],"domain_scores_gemma":[0.9964055,0.001972828,0.0004034868,0.0005319618,0.0005584572,0.0001277694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002468682,0.0004681271,0.2538568,0.0009026192,0.00008951964,0.000501805,0.7406407,0.000005937757,0.00009723423,0.000079379,0.000116518,0.0007726482],"study_design_scores_gemma":[0.001987251,0.000317046,0.3022642,0.00115526,0.00002745182,0.000001867735,0.6938843,0.00004411112,0.000009634406,0.0001789935,0.00002511515,0.0001047995],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971137,0.0002449463,0.000001963237,0.0003756961,0.00005226401,0.001911574,0.00007855145,0.000007689188,0.0002136175],"genre_scores_gemma":[0.9948519,0.0002953715,0.000006440031,4.663635e-7,0.00001104075,0.000005231469,0.00003251351,0.00002687461,0.004770137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.368128,"threshold_uncertainty_score":0.7911386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1029142957129544,"score_gpt":0.4383683579012286,"score_spread":0.3354540621882741,"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."}}