{"id":"W7066928522","doi":"","title":"It’s not, “let’s do more”. It’s, “let’s do different”: Recognizing the Important Associations between Children’s Reading Skill and their Motivation and Engagement in the Elementary School Classroom","year":2021,"lang":"","type":"dissertation","venue":"TSpace","topic":"Advanced Image Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading motivation; Reading (process); Context (archaeology); Construct (python library); Goal theory; Student engagement; Self-determination theory","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":[0.00155534,0.0001779071,0.0002214943,0.0005771308,0.00103411,0.002999122,0.0004418098,0.0007489595,0.0007907189],"category_scores_gemma":[0.003580677,0.0002209996,0.0001952496,0.0004705431,0.001405182,0.002491588,0.001040607,0.001784415,0.0001676817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00203696,"about_ca_system_score_gemma":0.003480058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03087735,"about_ca_topic_score_gemma":0.1028039,"domain_scores_codex":[0.9993025,0.0002046678,0.00003007893,0.0001206723,0.0002033123,0.0001387911],"domain_scores_gemma":[0.9983377,0.0004505118,0.0004932724,0.00008624678,0.000364525,0.0002676653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009857406,0.0002365508,0.5545294,0.0004496177,0.00007068054,0.0007598215,0.3106867,0.0001817398,0.009139322,0.01169761,0.004454369,0.1076956],"study_design_scores_gemma":[0.000008099587,0.0001470115,0.8391809,0.0003656115,0.00005630867,0.0002640047,0.1312438,0.0002972829,0.002092412,0.003243811,0.0230712,0.00002949875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922521,0.001255714,0.0003365678,0.002560645,0.00002115965,0.000007635402,0.00001810875,0.000005622122,0.00354249],"genre_scores_gemma":[0.9949598,0.001689995,0.0008528467,0.0004332918,0.0000181402,0.00001996999,0.00005273186,0.000005994283,0.001967065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03087735,"threshold_uncertainty_score":0.06139523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03306950648934034,"score_gpt":0.3323632463080669,"score_spread":0.2992937398187265,"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."}}