{"id":"W4392117753","doi":"10.15173/m.v1i30.1874","title":"MedPulse","year":2018,"lang":"en","type":"article","venue":"The Meducator","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01117387,0.0001170671,0.0004047037,0.0001150732,0.0002906641,0.00006238122,0.0004424444,0.00006451268,0.003637076],"category_scores_gemma":[0.002703987,0.0001065226,0.00007674252,0.0001706887,0.0002102599,0.000165839,0.00005104034,0.0001147837,0.03504728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002085775,"about_ca_system_score_gemma":0.0001597377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004750606,"about_ca_topic_score_gemma":0.00008677968,"domain_scores_codex":[0.9974924,0.0001898353,0.00160983,0.0003105018,0.00006105875,0.0003363795],"domain_scores_gemma":[0.9978118,0.0005514061,0.0007243644,0.000718905,0.00004041834,0.0001531365],"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":[0.0000105481,0.00009039055,0.01391707,0.00006069293,0.00006503487,3.020237e-7,0.01099489,0.000001310637,0.00001447633,0.4744961,0.4999997,0.0003495135],"study_design_scores_gemma":[0.0002798385,0.00006211941,0.0218808,0.00002146962,0.000005518687,0.000007887234,0.00210329,0.0002944406,0.0000787248,0.05308367,0.9219456,0.0002366428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6829044,0.002508915,0.0008481499,0.2359773,0.004404574,0.0006363979,0.00008598174,0.0001038291,0.07253043],"genre_scores_gemma":[0.9574707,0.00003333425,0.001099251,0.0328877,0.002694063,0.00008944244,0.00000622902,0.0000299332,0.005689409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4219459,"threshold_uncertainty_score":0.9972737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4405997380800599,"score_gpt":0.4751530529815925,"score_spread":0.03455331490153263,"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."}}