{"id":"W4410986301","doi":"10.2139/ssrn.5280542","title":"Hopefulness about Canadian society","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Statistics Canada","funders":"","keywords":"Hopefulness; Psychology; Political science; Social psychology","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":[0.003450671,0.000428116,0.00044063,0.001754528,0.04054089,0.01201537,0.00133153,0.003459613,0.02378775],"category_scores_gemma":[0.01147839,0.000232474,0.0003609262,0.002498644,0.0223968,0.004408114,0.005371455,0.008959463,0.001025949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09101168,"about_ca_system_score_gemma":0.1235522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9566425,"about_ca_topic_score_gemma":0.9755072,"domain_scores_codex":[0.9953806,0.000854569,0.00005898503,0.0002638405,0.001444521,0.0019975],"domain_scores_gemma":[0.9929559,0.0008586733,0.0002405258,0.0002828457,0.002233444,0.003428632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007141403,0.00005573985,0.006419113,0.00008189228,0.00003456131,0.0004238797,0.09626316,0.0002123981,0.0001449426,0.5833605,0.2739729,0.03895961],"study_design_scores_gemma":[0.00002205432,0.00002664567,0.01029778,0.0002551381,0.00002331403,0.0001651703,0.1443989,0.0001330115,0.0001172037,0.05672234,0.7877353,0.0001031984],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06374317,0.004054456,0.0002998158,0.2504485,0.002531735,0.00003457528,0.0002031263,0.00005004556,0.6786345],"genre_scores_gemma":[0.8789034,0.002793621,0.0002135817,0.02042301,0.0003473939,0.00002537586,0.00008831328,0.00005385801,0.09715144],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09101168,"threshold_uncertainty_score":0.6603391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056214399522854,"score_gpt":0.286908874310353,"score_spread":0.2763467303151245,"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."}}