{"id":"W4392117777","doi":"10.15173/m.v1i32.1679","title":"Pathoprofile","year":2018,"lang":"en","type":"article","venue":"The Meducator","topic":"Genital Health and Disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"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":[0.00009865082,0.00004350978,0.0000587792,0.00001677634,0.00008533093,0.000003837134,0.0000515587,0.00001730596,0.001521361],"category_scores_gemma":[0.0001004557,0.00002376345,0.00002997443,0.00008161887,0.00008943211,0.00001151607,0.00001328517,0.00005275863,0.003015392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001541106,"about_ca_system_score_gemma":0.000278695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002477889,"about_ca_topic_score_gemma":0.000002185418,"domain_scores_codex":[0.9995891,0.00001503202,0.00006634939,0.00007570541,0.00009435487,0.00015947],"domain_scores_gemma":[0.9994082,0.00001922089,0.0000139056,0.0002539349,0.0000460371,0.0002586638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001408596,0.001082417,0.07213414,0.000489471,0.00003085288,0.00005108874,0.008344458,2.589279e-8,0.009130382,0.00417429,0.835367,0.06778733],"study_design_scores_gemma":[0.001788073,0.001172432,0.5313547,0.00004355041,0.0002039935,0.0002087499,0.002918833,0.00004727637,0.01942621,0.003473602,0.439119,0.0002436228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9570431,0.0004098183,0.000003220203,0.006180557,0.0004801395,0.0001862888,0.00000403322,0.00003430457,0.03565861],"genre_scores_gemma":[0.9857397,0.000001295217,0.0001908581,0.005944188,0.001108289,0.00002139119,0.000004232583,0.000007338964,0.006982726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4592205,"threshold_uncertainty_score":0.9993914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891024870154058,"score_gpt":0.3392388599297428,"score_spread":0.3203286112282023,"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."}}