{"id":"W4400163454","doi":"10.1787/e7a255dd-en","title":"Overview","year":2024,"lang":"en","type":"book-chapter","venue":"OECD eBooks","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000144558,0.0001629711,0.0001931814,0.00006085911,0.0001745717,0.00009636871,0.0002385204,0.0002902217,0.002982076],"category_scores_gemma":[0.00000926919,0.0001746948,0.0001784856,0.000005596607,0.0002455256,0.00002232203,0.00004416994,0.0002927001,0.006073427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066903,"about_ca_system_score_gemma":0.0005022511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02013324,"about_ca_topic_score_gemma":0.1094263,"domain_scores_codex":[0.9990295,0.000008586952,0.0001419104,0.0002457678,0.0003097282,0.0002645457],"domain_scores_gemma":[0.999468,0.00003801979,0.00007255017,0.0002244568,0.00001841744,0.0001785084],"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":[6.828639e-7,3.388271e-7,1.292451e-7,0.00002936351,0.00001653971,0.00004102842,0.0008167853,1.108161e-8,2.205011e-7,0.8001195,0.1842109,0.01476455],"study_design_scores_gemma":[0.00001854852,0.000004559589,0.000001281064,0.0001472761,0.00002378149,0.000001117579,0.000005878412,1.167609e-7,0.00000138177,0.2934902,0.7061617,0.0001441358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.001436e-7,0.007190161,3.204419e-7,0.002378559,0.0005561298,0.0001397829,0.0002880085,0.00007289475,0.9893733],"genre_scores_gemma":[0.0002109796,0.0006447229,0.000007528573,0.003196646,0.001452223,0.000005891357,0.000003312576,0.00004152473,0.9944372],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5219508,"threshold_uncertainty_score":0.9979293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05138109302304739,"score_gpt":0.3071666565831087,"score_spread":0.2557855635600613,"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."}}