{"id":"W4229001471","doi":"10.51952/9781447352167.ch005","title":"Comparative analysis","year":2022,"lang":"en","type":"book-chapter","venue":"Policy Press eBooks","topic":"Quality of Life Measurement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004135266,0.0003547359,0.000718724,0.01025412,0.006914864,0.003702462,0.001915075,0.000982182,0.103965],"category_scores_gemma":[0.01335504,0.0002139887,0.0004776735,0.02046336,0.001882516,0.001917074,0.002510786,0.0008925727,0.006027074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02544402,"about_ca_system_score_gemma":0.01859586,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5101868,"about_ca_topic_score_gemma":0.6333929,"domain_scores_codex":[0.9952267,0.00104389,0.0001588118,0.0006448945,0.001685147,0.001240477],"domain_scores_gemma":[0.9949102,0.001462079,0.0002019453,0.0004518731,0.002657986,0.0003159394],"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":[0.0002115419,0.00008133688,0.01769092,0.001006659,0.00007172056,0.0005690706,0.02759483,0.0008449937,0.0004356734,0.5736907,0.1071611,0.2706415],"study_design_scores_gemma":[0.00001486004,0.00004177262,0.0328932,0.0008006144,0.00004456181,0.0003046383,0.03451212,0.0005044969,0.000256089,0.01260662,0.9179909,0.00003021282],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04926666,0.004684799,0.007393068,0.002883169,0.0002913058,0.0006736523,0.009739047,0.0001168736,0.9249515],"genre_scores_gemma":[0.6012996,0.00783299,0.02151348,0.002656393,0.0001439307,0.001554205,0.0162,0.0002593382,0.34854],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.896035,"threshold_uncertainty_score":0.9853956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3127952887248026,"score_gpt":0.4346796577485327,"score_spread":0.1218843690237301,"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."}}