{"id":"W4292858650","doi":"10.1016/j.xjon.2022.07.015","title":"Discussion","year":2022,"lang":"en","type":"article","venue":"JTCVS Open","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Timeline; Medicine; Library science; Family medicine; Geography; Computer science; Environmental health","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005704667,0.00004696059,0.0001318355,0.00007234855,0.0002596637,0.00006440995,0.0004774595,0.00001208505,0.004030504],"category_scores_gemma":[0.00001928134,0.00004238419,0.00003113484,0.0001420127,0.000006894442,0.000130972,0.001007423,0.00009192384,0.0008209168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009750767,"about_ca_system_score_gemma":0.0000127015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004187317,"about_ca_topic_score_gemma":0.00006840285,"domain_scores_codex":[0.9993804,0.00001820867,0.0002181162,0.0002005972,0.00002187415,0.000160805],"domain_scores_gemma":[0.9996066,0.000006629542,0.00008920481,0.0002446132,0.000002725642,0.00005023839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008231627,0.00005393965,0.002095589,0.000007931318,0.000008398541,0.000003526026,0.0003777995,0.00004312038,8.654472e-7,0.9387503,0.05194938,0.006700945],"study_design_scores_gemma":[0.000189811,0.00004130453,0.003955242,0.000001137284,5.263661e-7,7.883789e-7,0.0001453084,0.0001631892,0.000002223427,0.06374593,0.931678,0.00007656238],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008368332,0.0003089685,0.0005632709,0.1291467,0.0009493548,0.000842512,0.0002303823,0.00004566291,0.8595448],"genre_scores_gemma":[0.9452251,0.00002155986,0.0002837225,0.005011935,0.00005970005,0.0002200377,0.00001951732,0.00001196533,0.04914646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9368567,"threshold_uncertainty_score":0.9999571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1096797800108903,"score_gpt":0.3173190851755377,"score_spread":0.2076393051646475,"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."}}