{"id":"W6906290107","doi":"10.17605/osf.io/2j5ns","title":"Multilevel Analysis of Academic Goals","year":2022,"lang":"en","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dimension (graph theory); Exploratory factor analysis; Confirmatory factor analysis; Multilevel model; Point (geometry); Scale (ratio); Field (mathematics); Set (abstract data type); Metacognition","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":[0.009663939,0.0007220305,0.001823432,0.004974975,0.001833213,0.002461985,0.002082753,0.001275804,0.01727789],"category_scores_gemma":[0.04699892,0.0004616146,0.006576279,0.005291542,0.0006328018,0.001450935,0.003984767,0.003057085,0.001697774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001567257,"about_ca_system_score_gemma":0.002338408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02302378,"about_ca_topic_score_gemma":0.01914052,"domain_scores_codex":[0.9874534,0.005689849,0.0007439176,0.002829093,0.001720316,0.001563419],"domain_scores_gemma":[0.9696817,0.01600811,0.002600451,0.005467583,0.004808432,0.001433756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006973952,0.0004011574,0.842461,0.0008274218,0.007551428,0.0005154039,0.004654097,0.006214809,0.001340283,0.02403471,0.0267239,0.08457844],"study_design_scores_gemma":[0.00013184,0.001014713,0.8605412,0.0004525746,0.002932303,0.0003941977,0.004218557,0.06768829,0.001288899,0.02520302,0.03593003,0.0002043201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7826855,0.00272674,0.1480587,0.00456473,0.0008357052,0.001302421,0.03917524,0.001735962,0.01891493],"genre_scores_gemma":[0.9581822,0.0002319567,0.02760337,0.0002470511,0.0001157176,0.001685019,0.00770944,0.0002858817,0.00393951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02302378,"threshold_uncertainty_score":0.05780029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05657328675247657,"score_gpt":0.4168936067291802,"score_spread":0.3603203199767037,"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."}}