{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008936606,0.0002624304,0.0002400022,0.001013249,0.0005362649,0.0009456582,0.000324481,0.0002963764,0.001635485],"category_scores_gemma":[0.002093223,0.0001530672,0.0002369156,0.0006903437,0.0003301058,0.0003086907,0.0006705479,0.0003102332,0.0003117818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004728842,"about_ca_system_score_gemma":0.0004720987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005432959,"about_ca_topic_score_gemma":0.01442449,"domain_scores_codex":[0.9991826,0.0004082385,0.00005259359,0.0001005653,0.000158978,0.00009689748],"domain_scores_gemma":[0.9984503,0.0002650985,0.0006229937,0.00006280821,0.0002529211,0.0003458717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008979829,0.000379881,0.9710845,0.00009852391,0.00004592987,0.0001051131,0.002830586,0.00005116025,0.0006838322,0.00004910232,0.000208358,0.02437303],"study_design_scores_gemma":[0.000001242328,0.000157711,0.9970827,0.00001930427,0.000008661542,0.00002804323,0.002254408,0.00002299033,0.00009842732,0.00001265585,0.0003100941,0.000003749806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984077,0.000264289,0.00008027488,0.00004116593,0.000006315047,0.00001636441,0.00008944957,0.000003794567,0.001090709],"genre_scores_gemma":[0.9991252,0.0001727825,0.0001996232,0.000009349242,0.00000512371,0.0000159642,0.00006760302,0.000001137713,0.0004031361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005432959,"threshold_uncertainty_score":0.01080269,"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."}}