{"id":"W2911321259","doi":"10.1161/circimaging.118.008271","title":"Form Follows Function?","year":2018,"lang":"en","type":"letter","venue":"Circulation Cardiovascular Imaging","topic":"Cardiovascular Effects of Exercise","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Function (biology); Mathematics; Biology; Evolutionary biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001633509,0.0009038311,0.002215255,0.0008635534,0.0003246632,0.0002368538,0.0003057934,0.0009415613,0.0003130002],"category_scores_gemma":[0.0003333196,0.0009520448,0.009436202,0.0006997003,0.0002467046,0.0004252709,0.0001755889,0.002006326,0.001287481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007341683,"about_ca_system_score_gemma":0.000322097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008774538,"about_ca_topic_score_gemma":8.881716e-7,"domain_scores_codex":[0.9936069,0.0003073975,0.0007628711,0.001623934,0.002701576,0.0009973688],"domain_scores_gemma":[0.994665,0.0001089287,0.0002372015,0.003813072,0.0009446498,0.0002311267],"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":[0.00004757375,0.00002531819,0.001964794,0.0008637913,0.01062494,0.002851581,0.00005278794,0.0001558752,0.00007753525,0.000004718744,0.9428908,0.04044031],"study_design_scores_gemma":[0.002555732,0.00003854993,0.009753963,0.0005504407,0.01257459,0.002743667,0.00001617777,0.00106836,0.0000486336,0.0002496484,0.9694669,0.0009332843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006008358,0.1391165,0.2652087,0.422873,0.02366485,0.0163529,0.0001753048,0.005320955,0.1212794],"genre_scores_gemma":[0.1443948,0.0004002079,0.002469272,0.7586945,0.08220965,0.0007461688,0.006207258,0.001458344,0.003419827],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3358215,"threshold_uncertainty_score":0.9994901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01174976253353641,"score_gpt":0.234706218758497,"score_spread":0.2229564562249606,"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."}}