{"id":"W2755626944","doi":"10.5539/jedp.v7n2p107","title":"Construct Validation of the Motivated Strategies for Learning Questionnaire in a Singapore High School Sample","year":2017,"lang":"en","type":"article","venue":"Journal of Educational and Developmental Psychology","topic":"Motivation and Self-Concept in Sports","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Cronbach's alpha; Construct (python library); Construct validity; Sample (material); Mathematics education; Confirmatory factor analysis; Social psychology; Applied psychology; Psychometrics; Developmental psychology; Statistics; Structural equation modeling; Mathematics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01174407,0.0003581173,0.0006199919,0.001622779,0.0006474004,0.001020594,0.0006282054,0.0004803158,0.001945271],"category_scores_gemma":[0.01616943,0.0002990924,0.0007704073,0.001049282,0.0005906032,0.000646385,0.001050909,0.0008494071,0.0006592721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007208555,"about_ca_system_score_gemma":0.00209994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002336901,"about_ca_topic_score_gemma":0.004525784,"domain_scores_codex":[0.9963018,0.00120665,0.0007206551,0.0002593918,0.001341744,0.0001697785],"domain_scores_gemma":[0.9878746,0.003063186,0.001902496,0.0009838489,0.00529166,0.0008842358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001495453,0.001257823,0.9396118,0.0001666664,0.0001347254,0.0001781869,0.004456853,0.0003350154,0.002913274,0.0005312282,0.001405953,0.04885887],"study_design_scores_gemma":[0.00005034931,0.0006674826,0.992141,0.00005325584,0.00002997342,0.000119399,0.00182952,0.001203648,0.0008600658,0.0001836735,0.00284045,0.00002115482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952355,0.00005046821,0.001290615,0.0001135144,0.00002525244,0.0008125814,0.0004660883,0.00002674209,0.001979165],"genre_scores_gemma":[0.9873227,0.00009003513,0.007327208,0.0001172387,0.00001416004,0.002327152,0.001519805,0.00001706984,0.001264668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01174407,"threshold_uncertainty_score":0.06210929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0386038802279437,"score_gpt":0.3595628125160409,"score_spread":0.3209589322880972,"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."}}