{"id":"W4236483773","doi":"10.1126/science.360.6384.18","title":"A delicate balance","year":2018,"lang":"en","type":"article","venue":"Science","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Balance (ability); Antibiotics; Harm; Intensive care medicine; Medicine; Chemistry; Psychology; Social psychology; Biochemistry; Physical therapy","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008184129,0.00004254883,0.00005954278,0.00004717615,0.001370838,0.000006619422,0.0002924901,0.00002349672,0.0002961581],"category_scores_gemma":[0.000167162,0.00003210767,0.000009967945,0.0005080828,0.0005187397,0.0001173646,0.0001037923,0.0001665486,0.003323115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006328116,"about_ca_system_score_gemma":0.0005678263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002874282,"about_ca_topic_score_gemma":0.00003540522,"domain_scores_codex":[0.9989377,0.00003838991,0.000136035,0.0002167776,0.0002039404,0.000467141],"domain_scores_gemma":[0.9993588,0.0000334637,0.00005254108,0.0002490032,0.0001494487,0.0001567596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006692075,0.0001575142,0.7115388,0.0001927413,0.000002833114,0.000004517933,0.02060433,6.067714e-7,0.07183026,0.06345945,0.07939574,0.05274628],"study_design_scores_gemma":[0.0003695332,0.00006817004,0.7373314,0.000230429,0.000001412931,0.000001624571,0.0006278597,0.0007009492,0.0009325448,0.002326549,0.2572815,0.0001279478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9359984,0.00005463694,0.0004266821,0.004267272,0.001305404,0.0002497988,0.000003216971,0.0001110001,0.05758357],"genre_scores_gemma":[0.989442,0.00001444007,0.000475943,0.007734447,0.0006494723,0.000001299794,2.830123e-7,0.000003409861,0.001678689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1778858,"threshold_uncertainty_score":0.9999292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07450843190685111,"score_gpt":0.4757252047269709,"score_spread":0.4012167728201198,"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."}}