{"id":"W4242526479","doi":"10.1126/science.331.6019.831-b","title":"Newsmaker","year":2011,"lang":"en","type":"article","venue":"Science","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Political science; 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":[],"consensus_categories":[],"category_scores_codex":[0.000175124,0.0000258404,0.00001968645,0.00005440332,0.00007106265,0.00004674667,0.0006960451,0.000005409893,0.00001535239],"category_scores_gemma":[0.00002548337,0.00002244087,0.000007747194,0.0004778448,0.00006272279,0.0003970144,0.0001001707,0.00002464044,0.0001029722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001293349,"about_ca_system_score_gemma":0.00009187825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005517619,"about_ca_topic_score_gemma":4.63028e-7,"domain_scores_codex":[0.999551,0.00000127711,0.00003882105,0.0001304345,0.0001456998,0.0001327546],"domain_scores_gemma":[0.9996687,0.000005677203,0.000008370041,0.0002149994,0.00003968637,0.00006255679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[8.31531e-8,0.00001398922,0.0008032722,8.972034e-7,4.281725e-7,0.000001309211,0.001154933,0.0001339564,0.00225864,0.9885974,0.0001107982,0.006924291],"study_design_scores_gemma":[0.0001398868,0.00007777633,0.6248171,0.00002077667,0.000002047133,0.00005147673,0.0001292872,0.1943386,0.03425238,0.1231466,0.02250901,0.0005151014],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02658109,0.00004270711,0.8948726,0.0003564169,0.001109131,0.00002602663,5.880529e-8,0.00009294783,0.07691903],"genre_scores_gemma":[0.8092232,0.00000125196,0.1904517,0.0001172213,0.00001546988,0.000001133076,1.617023e-8,9.191087e-7,0.0001890632],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8654509,"threshold_uncertainty_score":0.1323534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04388283675254247,"score_gpt":0.2260414494430711,"score_spread":0.1821586126905286,"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."}}