{"id":"W4391727829","doi":"10.1007/978-3-031-17299-1_2764","title":"Social Indicators","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001663973,0.0008436686,0.0004433674,0.007519166,0.000762105,0.002391902,0.0007074003,0.0004723859,0.1291084],"category_scores_gemma":[0.007991544,0.0001298347,0.0004167868,0.007052627,0.0005550449,0.001771567,0.001635759,0.0008673526,0.05302127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001274948,"about_ca_system_score_gemma":0.001295923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007809886,"about_ca_topic_score_gemma":0.01100754,"domain_scores_codex":[0.9976112,0.000516292,0.0001549204,0.0002475656,0.001266985,0.0002029953],"domain_scores_gemma":[0.9966772,0.0006350669,0.0004359266,0.0002994124,0.001651435,0.0003010677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001271401,0.0001803726,0.04110998,0.0003510699,0.00004305195,0.00005785885,0.001078282,0.0004255734,0.0003182126,0.08184543,0.4118521,0.462611],"study_design_scores_gemma":[0.00001057643,0.00009326037,0.0581779,0.0002397248,0.00002094646,0.0001338512,0.001463658,0.0004612487,0.0003322817,0.01496218,0.9240746,0.00002972803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01338229,0.001205919,0.006135917,0.001160146,0.0006996876,0.0003048365,0.03654445,0.0007908359,0.9397758],"genre_scores_gemma":[0.1536301,0.002678616,0.01489837,0.0007617153,0.000696669,0.001564939,0.06640168,0.000609467,0.7587585],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1291084,"threshold_uncertainty_score":0.4319105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0649361763997837,"score_gpt":0.3542226119327911,"score_spread":0.2892864355330074,"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."}}