{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004492697,0.0004346098,0.001366589,0.00425135,0.000332367,0.0002835169,0.01666602,0.0006304625,0.2092392],"category_scores_gemma":[0.003144399,0.0004133301,0.0002910747,0.0229277,0.001981852,0.000414881,0.006099877,0.001828099,0.003165049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004538747,"about_ca_system_score_gemma":0.001040846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001477282,"about_ca_topic_score_gemma":0.0001415205,"domain_scores_codex":[0.9940124,0.0002121482,0.0006422792,0.001649714,0.002659513,0.0008240135],"domain_scores_gemma":[0.9946579,0.0003535595,0.001445833,0.003109699,0.0001214749,0.0003114788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003704589,0.0001925374,0.02439698,0.00003164609,0.001433379,0.00001466685,0.001182304,0.001068545,0.001829437,0.01867931,0.9428742,0.008259979],"study_design_scores_gemma":[0.0001845006,0.00003987972,0.01008327,0.0003666151,0.001499854,0.000001358844,0.0003733023,0.001469339,0.0001643846,0.001573102,0.9833983,0.0008461401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007099804,0.000651075,0.0007444766,0.00009055199,0.0006782927,0.001406375,0.00222672,0.0001856735,0.9933069],"genre_scores_gemma":[0.01724472,0.0001240495,0.05104069,0.0005790002,0.0001814668,0.0002757856,0.0001376528,0.001142766,0.9292738],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2060741,"threshold_uncertainty_score":0.9998319,"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."}}