{"id":"W4231823390","doi":"10.1201/b17423-29","title":"Insulin","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Medicine","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":[0.000230318,0.0008049319,0.0004013031,0.001214435,0.0009176334,0.003213171,0.0005632237,0.0009679994,0.0754928],"category_scores_gemma":[0.000409153,0.0003363695,0.0004196649,0.001364806,0.0009192462,0.00171553,0.001024794,0.002602555,0.04840104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002348518,"about_ca_system_score_gemma":0.001026661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003391895,"about_ca_topic_score_gemma":0.006341262,"domain_scores_codex":[0.9997988,0.00001483607,0.000008824584,0.00006254205,0.00009700477,0.00001791938],"domain_scores_gemma":[0.9998797,0.00002178769,0.000008920629,0.00001476711,0.00004795379,0.00002691031],"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":[0.00008620376,0.00004288668,0.0001040691,0.0006870312,0.000009656835,0.0001781111,0.0004537356,0.0001436856,0.00361168,0.1310865,0.5715605,0.292036],"study_design_scores_gemma":[0.000001504418,0.000004373934,0.00003144596,0.00004375977,0.000001183535,0.00007211216,0.00001447381,0.00000873201,0.0001906653,0.001885513,0.9977442,0.000002010971],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007839169,0.1077638,0.004224095,0.004581773,0.008702408,0.00005548938,0.0007242162,0.0004375121,0.8727268],"genre_scores_gemma":[0.00457161,0.03781965,0.002751291,0.002168648,0.0007553512,0.00003241806,0.0004719084,0.0001734478,0.9512557],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0754928,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03141253705008892,"score_gpt":0.2828227585576365,"score_spread":0.2514102215075476,"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."}}