{"id":"W1661958514","doi":"10.3233/wor-2012-01562","title":"Celebrating student reflections on occupational transitions: A Chilean journey","year":2013,"lang":"en","type":"editorial","venue":"Work","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Sociology; Pedagogy; Political science; Mathematics education; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003032123,0.000345205,0.000320833,0.0001864665,0.0004150677,0.0001359361,0.0003970772,0.0007433842,0.01706482],"category_scores_gemma":[0.0001135222,0.0002956795,0.0001938267,0.0004299072,0.00006321132,0.00006031436,0.00002292639,0.001597181,0.005299302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001594057,"about_ca_system_score_gemma":0.000164141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000433333,"about_ca_topic_score_gemma":0.00001494165,"domain_scores_codex":[0.9973122,0.0003274528,0.000516165,0.000662078,0.0007972214,0.0003848452],"domain_scores_gemma":[0.9979771,0.0009305557,0.0002738988,0.0004303096,0.0002222583,0.0001658425],"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":[0.00007460373,0.001168703,0.0002905418,0.000007090787,0.000198326,0.000005330341,0.001574503,0.00001123981,0.000001996918,0.00473365,0.9909412,0.0009928624],"study_design_scores_gemma":[0.0004832998,0.0002819226,0.03326087,0.0001903586,0.00005295965,0.000002514205,0.0006221656,1.486889e-7,2.691578e-7,0.001729615,0.9630389,0.0003369768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002694285,0.000157432,0.0001188672,0.00128939,0.8269784,0.0004324052,0.0001986523,0.0001111448,0.1680194],"genre_scores_gemma":[0.01208154,0.0000254787,0.0009080717,0.00107872,0.9403353,0.001029351,0.001954854,0.00006311396,0.04252361],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1254958,"threshold_uncertainty_score":0.9999495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08501675663778568,"score_gpt":0.4829400289830404,"score_spread":0.3979232723452548,"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."}}