{"id":"W163029220","doi":"10.1007/0-306-47642-8_13","title":"Timss Science Results Seen from A Nordic Perspective","year":2005,"lang":"en","type":"book-chapter","venue":"Kluwer Academic Publishers eBooks","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Icelandic; European union; Hegemony; Geography; Population; Political science; Economic history; Economy; Demography; History; Sociology; Politics; Economics","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.002486735,0.0006434352,0.0007227894,0.0005065604,0.001551198,0.00101761,0.002730295,0.002355019,0.0009570033],"category_scores_gemma":[0.0009227854,0.0006672063,0.0003909367,0.0002248555,0.004854176,0.001799811,0.0005585968,0.00372346,0.0004752807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002495492,"about_ca_system_score_gemma":0.002925063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005817911,"about_ca_topic_score_gemma":0.00160083,"domain_scores_codex":[0.9936735,0.0001174756,0.0007813941,0.001608306,0.002482742,0.001336555],"domain_scores_gemma":[0.996556,0.0004569405,0.0006592494,0.0006328522,0.0008375376,0.0008574636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001786017,0.00001641092,0.00002312671,0.000005603181,0.000197852,0.00003317105,0.1217512,0.000002297815,0.00002977994,0.4756255,0.3440208,0.05811566],"study_design_scores_gemma":[0.0005069682,0.00003497598,0.00006281571,0.0001481869,0.0001058204,0.000001409556,0.007275014,0.000009400786,0.000007386134,0.1504253,0.8406314,0.0007912645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005140423,0.002054471,0.000009481065,0.003796043,0.002224696,0.0007599653,0.0002157612,0.0004591088,0.9899665],"genre_scores_gemma":[0.03057951,0.000226113,0.0001391847,0.001884967,0.0105268,0.00003648592,0.00006375405,0.0001171766,0.956426],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4966106,"threshold_uncertainty_score":0.9999563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03248447347966935,"score_gpt":0.3100439931087653,"score_spread":0.277559519629096,"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."}}