{"id":"W2624572091","doi":"10.1126/science.aan3690","title":"Science reads for the summer of '17","year":2017,"lang":"en","type":"article","venue":"Science","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insider; Frontier; Portrait; Government (linguistics); Quarter (Canadian coin); History; Shot (pellet); Art history; Art; Computer science; Visual arts; Archaeology; Law; Political science; Philosophy; Chemistry; Linguistics","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":[0.001688375,0.001054276,0.0007402689,0.001268039,0.003634488,0.008051432,0.00098376,0.003050077,0.269001],"category_scores_gemma":[0.007022372,0.0004594307,0.0006492361,0.0009966418,0.002102121,0.003776803,0.0038374,0.006729246,0.2007218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002401563,"about_ca_system_score_gemma":0.004184945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004383639,"about_ca_topic_score_gemma":0.01637263,"domain_scores_codex":[0.9985822,0.0001803647,0.00006349644,0.0001865572,0.0007238321,0.0002635574],"domain_scores_gemma":[0.9979022,0.000243036,0.00009960973,0.0002327021,0.0008802718,0.0006422594],"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":[0.000009554987,0.000004390248,0.00002661654,0.00004473362,0.000002069807,0.00002162176,0.00005650881,0.000003749781,0.000105139,0.00345195,0.9827045,0.0135692],"study_design_scores_gemma":[9.501161e-7,0.000002462924,0.00002761011,0.00002744653,4.596179e-7,0.000008601623,0.00004223584,0.000001208462,0.00002105196,0.0002707979,0.9995962,0.000001119144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0007220046,0.03718004,0.001092146,0.1387118,0.3113591,0.0001257507,0.002400141,0.001384937,0.5070241],"genre_scores_gemma":[0.003100034,0.01154552,0.0003992412,0.03355563,0.01193013,0.00005446496,0.001052841,0.0004205118,0.9379416],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.269001,"threshold_uncertainty_score":0.8998979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04467286743337083,"score_gpt":0.3737384304439904,"score_spread":0.3290655630106195,"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."}}