{"id":"W4366591043","doi":"10.33590/emjurol/10301566","title":"Interview: Kari Tikkinen","year":2023,"lang":"en","type":"article","venue":"EMJ Urology","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nocturia; Urology; Medicine; Medical school; Medical education; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003425522,0.0005914972,0.0008779943,0.0006790936,0.007237826,0.003251068,0.0009663854,0.005990438,0.04072009],"category_scores_gemma":[0.02088035,0.0006447966,0.0003617368,0.0009599531,0.001914527,0.005423666,0.002826533,0.01466605,0.01150107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004262197,"about_ca_system_score_gemma":0.005477028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01365765,"about_ca_topic_score_gemma":0.01193447,"domain_scores_codex":[0.9972844,0.001118211,0.0001072614,0.00026337,0.0004980569,0.0007287334],"domain_scores_gemma":[0.9904149,0.004330765,0.0008050383,0.0001494668,0.001696937,0.00260278],"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":[0.00005134556,0.00006078555,0.004673224,0.0003483918,0.00001072396,0.001558548,0.05470472,0.00004996952,0.0002691013,0.002089153,0.9284449,0.007739186],"study_design_scores_gemma":[0.00003783405,0.00004358949,0.008839191,0.001458066,0.00001408233,0.002457275,0.2798783,0.0001859118,0.0002193723,0.001361462,0.705399,0.0001059737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03568274,0.006729272,0.000377856,0.9218639,0.004921208,0.0001547624,0.001456518,0.0001005659,0.02871323],"genre_scores_gemma":[0.2911351,0.009346259,0.0005898835,0.6400183,0.002276246,0.001070866,0.0008044789,0.0002065704,0.05455242],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04072009,"threshold_uncertainty_score":0.1362222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09165612132621705,"score_gpt":0.2592806014410032,"score_spread":0.1676244801147862,"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."}}