{"id":"W4200035905","doi":"10.14740/cr1344","title":"This Past Year in Research","year":2021,"lang":"en","type":"editorial","venue":"Cardiology Research","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01261017,0.004450874,0.004054933,0.007024762,0.004774037,0.01936163,0.003707714,0.01656747,0.08046278],"category_scores_gemma":[0.05136821,0.001501122,0.002899023,0.002950167,0.003288544,0.005969246,0.00461048,0.0216503,0.05149132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005441019,"about_ca_system_score_gemma":0.008074451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002290156,"about_ca_topic_score_gemma":0.01146406,"domain_scores_codex":[0.987816,0.002069335,0.001254615,0.001441808,0.006281833,0.001136308],"domain_scores_gemma":[0.9503649,0.01169743,0.002725558,0.002358974,0.0172891,0.01556396],"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":[0.00001362788,0.000007678881,0.00001284592,0.00007365933,0.000005728221,0.00003851253,0.000006414484,0.000007800044,0.00001893726,0.0002216949,0.9958184,0.003774661],"study_design_scores_gemma":[0.00004027725,0.00001885322,0.0001258919,0.0002757403,0.00002125156,0.00009048978,0.00004416377,0.00003384376,0.0000317315,0.0007055323,0.9986005,0.00001169853],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001182752,0.002172873,0.00003964011,0.02432222,0.971719,0.000007503273,0.00002193379,0.00003684558,0.001668146],"genre_scores_gemma":[0.0002622109,0.002910067,0.00009969465,0.02851164,0.9449755,0.00002010534,0.00005292289,0.00006032645,0.02310741],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08046278,"threshold_uncertainty_score":0.2691748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.466543596792349,"score_gpt":0.6074268892518778,"score_spread":0.1408832924595289,"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."}}