{"id":"W3116553060","doi":"10.23668/psycharchives.4430","title":"Cross-Cultural Construct and Predicative Validity of the Social Return Scale","year":2020,"lang":"en","type":"article","venue":"Psychology Archives","topic":"Psychosocial Factors Impacting Youth","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Predicative expression; Scale (ratio); Construct (python library); Construct validity; Psychology; Computer science; Geography; Psychometrics; Linguistics; Developmental psychology; Cartography; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002242562,0.00009769852,0.0001832942,0.00001787327,0.0007993819,0.00003569698,0.0004103286,0.0001057239,0.00008150162],"category_scores_gemma":[0.0007760309,0.00007192083,0.00009518195,0.0001848387,0.006231937,0.0001252276,0.00008138671,0.0002953082,0.000003599863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008497627,"about_ca_system_score_gemma":0.00006939808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006922541,"about_ca_topic_score_gemma":0.00004847265,"domain_scores_codex":[0.9984416,0.0006742465,0.0001867635,0.0002526655,0.0001887049,0.0002560036],"domain_scores_gemma":[0.9992272,0.0003073993,0.0001986522,0.0001078298,0.00003401019,0.0001249586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007592116,0.00002444433,0.7230549,0.000007457903,0.00002900813,3.423357e-7,0.2663809,4.827901e-8,0.00359169,0.002302182,0.0008885365,0.003644624],"study_design_scores_gemma":[0.000405001,0.00004798646,0.9774253,0.000009793745,0.00001580996,0.000001561872,0.006595429,0.000002605298,0.0004115801,0.01083131,0.004155017,0.00009858292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9242515,0.00002838105,0.00006416503,0.01488807,0.0004241223,0.0001746256,0.00007380883,0.00004752665,0.06004782],"genre_scores_gemma":[0.9984261,0.00003537308,0.0001842426,0.0008543618,0.0004040043,0.00000368875,0.000001622584,0.000006648128,0.00008394933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2597854,"threshold_uncertainty_score":0.9964725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0880226798623162,"score_gpt":0.4330073601545716,"score_spread":0.3449846802922554,"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."}}