{"id":"W4391715849","doi":"10.1007/978-3-031-17299-1_3029","title":"Top-Down QOL Models","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":"Lakehead University","funders":"","keywords":"Psychology; History; Computer science","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":[0.000768271,0.001147075,0.0006596574,0.0007753902,0.0006706674,0.003425683,0.001507325,0.0007151067,0.02279062],"category_scores_gemma":[0.002233104,0.0003872649,0.001306132,0.001458207,0.001264686,0.002997304,0.001516258,0.002295071,0.004722117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00132446,"about_ca_system_score_gemma":0.0009598882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005065333,"about_ca_topic_score_gemma":0.005050731,"domain_scores_codex":[0.9994984,0.0001768254,0.00001601644,0.00009290298,0.0001225343,0.00009347817],"domain_scores_gemma":[0.9994579,0.0002302284,0.00004381173,0.00009533809,0.0001224379,0.00005021521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003809713,0.00007556826,0.002047164,0.0001359671,0.00008093462,0.0000862768,0.0003105762,0.01776688,0.0002412278,0.8601409,0.01508455,0.1039919],"study_design_scores_gemma":[0.0000149406,0.00005114423,0.002758922,0.000105525,0.00008190575,0.0001563398,0.0002745372,0.05779598,0.0002319306,0.9100837,0.02842292,0.00002217864],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02743487,0.004919697,0.4461021,0.009333729,0.0005581979,0.0001093547,0.001818261,0.0006616486,0.5090622],"genre_scores_gemma":[0.7388728,0.006129607,0.08297179,0.001907285,0.0004442136,0.0002546327,0.001789491,0.0004239241,0.1672063],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02279062,"threshold_uncertainty_score":0.07624221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08418890835447915,"score_gpt":0.3269360366462932,"score_spread":0.242747128291814,"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."}}