{"id":"W3211891815","doi":"10.1787/19963777","title":"PISA","year":2009,"lang":"it","type":"paratext","venue":"Programme for international student assessment/Internationale Schulleistungsstudie","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":437,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.001206658,0.001201946,0.000689282,0.001876479,0.001957242,0.007030995,0.001269966,0.002587921,0.6384169],"category_scores_gemma":[0.00351573,0.0005456809,0.0008479547,0.001892896,0.0008009647,0.003157086,0.003906495,0.002921967,0.5213037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002302083,"about_ca_system_score_gemma":0.003591433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00594658,"about_ca_topic_score_gemma":0.00529354,"domain_scores_codex":[0.9986581,0.0001520639,0.00008541981,0.0003501359,0.0005100779,0.0002441662],"domain_scores_gemma":[0.9986094,0.0001333571,0.0001010109,0.0002262473,0.0005910656,0.0003387779],"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":[0.000186986,0.00005454395,0.001169004,0.0003496442,0.00001566081,0.0003462184,0.0001581717,0.0001783847,0.0007210786,0.02587347,0.8359385,0.1350084],"study_design_scores_gemma":[0.000009892642,0.00001505332,0.0007063695,0.0000637634,0.000002480954,0.0001196023,0.0000546853,0.0000523508,0.0001329932,0.001246458,0.9975907,0.000005718447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001768123,0.003573476,0.001959098,0.01003803,0.007756369,0.0002435061,0.01180298,0.002977194,0.9598812],"genre_scores_gemma":[0.009172468,0.002895086,0.001774845,0.003558652,0.0009413303,0.0002116232,0.009844583,0.0007495962,0.9708518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6384169,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1003981877962987,"score_gpt":0.482634471416126,"score_spread":0.3822362836198273,"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."}}