{"id":"W4391720883","doi":"10.1007/978-3-031-17299-1_1955","title":"Nominal Scales","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":"University of British Columbia","funders":"","keywords":"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":[0.002572878,0.0006573582,0.0005470028,0.002318125,0.0008895306,0.002913264,0.001382396,0.0007569329,0.2218444],"category_scores_gemma":[0.02774348,0.0002069173,0.0004416041,0.003022024,0.0006891822,0.002227677,0.001826533,0.001093795,0.1162672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001064255,"about_ca_system_score_gemma":0.001021578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002390536,"about_ca_topic_score_gemma":0.003531927,"domain_scores_codex":[0.9953389,0.001133045,0.0003815975,0.0004073044,0.00252969,0.0002094294],"domain_scores_gemma":[0.9916893,0.00248501,0.0004773427,0.001122991,0.003896108,0.0003291082],"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":[0.0003591783,0.000150692,0.004501129,0.0004575968,0.00002200964,0.00006698158,0.0008532996,0.0002827854,0.0009275004,0.06324134,0.4271187,0.5020188],"study_design_scores_gemma":[0.00005548549,0.0001230549,0.01778305,0.0003069314,0.00001982517,0.0003008439,0.001291116,0.0008734118,0.0007559535,0.05236144,0.9260809,0.00004799781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008220531,0.0007447706,0.03111192,0.001258517,0.001492366,0.001004471,0.02030191,0.001951168,0.9339144],"genre_scores_gemma":[0.1421212,0.001552631,0.07621567,0.001572973,0.0005790969,0.004068449,0.0387691,0.001402969,0.733718],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2218444,"threshold_uncertainty_score":0.7421435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06314837183210646,"score_gpt":0.3315359541621772,"score_spread":0.2683875823300707,"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."}}