{"id":"W4392117154","doi":"10.15173/m.v1i28.2612","title":"Pathoprofile","year":2021,"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":"","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006798408,0.00004046422,0.00006720367,0.000009846443,0.00005493193,0.000004922131,0.00003235051,0.0000167444,0.001593362],"category_scores_gemma":[0.0001644808,0.0000241801,0.00004289842,0.0001000095,0.00002285792,0.000009737649,0.00001589108,0.00006982085,0.0008329343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001630898,"about_ca_system_score_gemma":0.000702251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001009336,"about_ca_topic_score_gemma":0.000001674864,"domain_scores_codex":[0.9995881,0.00002318948,0.00006766578,0.00008251271,0.0000988188,0.0001396768],"domain_scores_gemma":[0.9993982,0.00002862819,0.00001103211,0.0002630476,0.00004848282,0.0002506372],"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":[0.0008612533,0.003068599,0.1254294,0.001860047,0.00007577935,0.001382655,0.007608405,6.76016e-7,0.0366201,0.01008602,0.7151306,0.09787654],"study_design_scores_gemma":[0.002227211,0.0002306127,0.521067,0.00006286187,0.0003125471,0.0009052128,0.007579217,0.00003260497,0.0512407,0.003804107,0.4122604,0.0002775805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592456,0.002735978,0.00000234503,0.01366514,0.000377234,0.0001107272,0.000006252445,0.00002561988,0.02383108],"genre_scores_gemma":[0.9785113,0.000006529086,0.0002365107,0.006812319,0.0003100508,0.00002114273,0.00001636219,0.000006818379,0.01407894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3956376,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01752085242288944,"score_gpt":0.3140010004304791,"score_spread":0.2964801480075897,"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."}}