{"id":"W4235872052","doi":"10.22215/etd/2010-09585","title":"Communication as advocacy : the goals, contexts, and strategies of non-profit communication surrounding issues of homelessness in four Canadian cities","year":2010,"lang":"en","type":"dissertation","venue":"","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Non profit; Sociology; Welfare economics; Humanities; Public administration; Economics; Art","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":[0.003329669,0.0003643081,0.0003149486,0.002065418,0.02994007,0.007044744,0.001975206,0.001678869,0.003499158],"category_scores_gemma":[0.009531655,0.000347424,0.0002441457,0.003269155,0.008425337,0.001936866,0.006344634,0.002529165,0.0002122224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07703204,"about_ca_system_score_gemma":0.1341859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9825012,"about_ca_topic_score_gemma":0.9920253,"domain_scores_codex":[0.9959664,0.001333297,0.00008735739,0.0001402236,0.0005685823,0.001904123],"domain_scores_gemma":[0.9935163,0.001465204,0.001098638,0.0001135303,0.001787316,0.002019011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009010377,0.0001325582,0.0651549,0.0001049694,0.00001160855,0.0004058927,0.9043772,0.00009237159,0.0003019637,0.003813082,0.003535832,0.02197959],"study_design_scores_gemma":[0.000006466746,0.00001686751,0.04246371,0.00008300549,0.000008197498,0.00002620026,0.9510595,0.00007349083,0.00007708085,0.0001700215,0.006003092,0.00001238314],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759296,0.0005649719,0.00009389709,0.005905019,0.0000280886,0.00008354559,0.00005973764,0.00000664696,0.01732848],"genre_scores_gemma":[0.9957477,0.0003624186,0.00009797995,0.0002959667,0.000006396936,0.00002972468,0.0000253663,0.000004051643,0.00343036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07703204,"threshold_uncertainty_score":0.5589092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03620300225812254,"score_gpt":0.4066380286855772,"score_spread":0.3704350264274547,"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."}}