{"id":"W4232043742","doi":"10.21693/1933-088x-19.2.i","title":"Full Issue PDF","year":2020,"lang":"en","type":"article","venue":"Advances in Pulmonary Hypertension","topic":"Pulmonary Hypertension Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Université Laval","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00008805429,0.0002624815,0.0005195993,0.0001457017,0.00008944825,0.00001023228,0.0001457197,0.0001160676,0.001026434],"category_scores_gemma":[0.0002276933,0.0002063623,0.0001229879,0.0005800331,0.0001027347,0.0004670093,0.0001219368,0.0003620148,0.002925555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005405757,"about_ca_system_score_gemma":0.00007005024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001764047,"about_ca_topic_score_gemma":0.000003365355,"domain_scores_codex":[0.9979551,0.00006310744,0.0003460839,0.0006179627,0.0005081825,0.0005095974],"domain_scores_gemma":[0.9988408,0.00009280376,0.00005403107,0.0003459644,0.0001251237,0.0005412615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01697415,0.005141097,0.1510347,0.000844223,0.0001687418,0.2683947,0.0001580468,0.0002586166,0.2085929,0.0001517792,0.01377287,0.3345082],"study_design_scores_gemma":[0.004994989,0.003694001,0.04274672,0.000478263,0.0001190522,0.007360945,0.0005421873,0.02588392,0.003549814,0.0007285975,0.909224,0.0006775529],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8288112,0.05720543,0.0001298102,0.04267333,0.0006139188,0.001717994,0.00002296986,0.0003803107,0.06844499],"genre_scores_gemma":[0.9796288,0.008443069,0.001713705,0.008379628,0.0002845015,0.0000370995,0.00009526471,0.00003991814,0.00137801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8954511,"threshold_uncertainty_score":0.9998868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02445110919679428,"score_gpt":0.2917492703126875,"score_spread":0.2672981611158933,"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."}}