{"id":"W4388009606","doi":"10.30574/wjarr.2023.20.1.2168","title":"Measuring social and psychological factors through home-study setting towards improved academic performance","year":2023,"lang":"en","type":"article","venue":"World Journal of Advanced Research and Reviews","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Statistical significance; Quarter (Canadian coin); Academic achievement; Population; Test (biology); Socioeconomic status; Developmental psychology; Social psychology; Demography; Medicine; Geography; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.006105687,0.0001219464,0.0003716729,0.0002916199,0.0004016755,0.00007497142,0.0004820771,0.00004135803,0.000004228978],"category_scores_gemma":[0.0008217745,0.00007500679,0.00006260254,0.001106075,0.0001257811,0.0006114173,0.0002503045,0.001095351,0.000003425506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003889126,"about_ca_system_score_gemma":0.0000809795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002041098,"about_ca_topic_score_gemma":0.000002845636,"domain_scores_codex":[0.9977787,0.0005259056,0.0005190889,0.00026284,0.0005116793,0.0004018163],"domain_scores_gemma":[0.9987826,0.0004137309,0.0002370879,0.0001487834,0.0002279846,0.0001897959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003527504,0.0001163846,0.01258303,0.0001322135,0.00001589182,0.00001230096,0.006311223,0.000002154656,0.00279174,0.0003268151,0.0007027754,0.9769702],"study_design_scores_gemma":[0.00249702,0.002956555,0.7822939,0.001149742,0.0000250508,0.0001413972,0.005474487,0.0003662078,0.001074902,0.01454852,0.1889074,0.0005648307],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829724,0.01284595,0.0007290174,0.002479242,0.0004646129,0.000378758,5.521138e-7,0.00001704201,0.0001123919],"genre_scores_gemma":[0.7802483,0.1127756,0.1054139,0.0001552068,0.0007817275,0.00004056087,6.586099e-7,0.00001596057,0.0005680337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9764054,"threshold_uncertainty_score":0.4758815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4440651211249318,"score_gpt":0.5156809036120652,"score_spread":0.0716157824871334,"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."}}