{"id":"W4205224866","doi":"10.5114/pjp.2021.112816","title":"Quiz WHAT IS YOUR DIAGNOSIS?","year":2022,"lang":"en","type":"article","venue":"Polish Journal of Pathology","topic":"Cancer and Skin Lesions","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":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":[0.00269559,0.000916391,0.0009648583,0.002469848,0.001635037,0.003927539,0.001329267,0.003397352,0.2552816],"category_scores_gemma":[0.03953656,0.0004769115,0.0009224869,0.0006799984,0.001256826,0.004527248,0.002920399,0.006214639,0.154799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00179031,"about_ca_system_score_gemma":0.001354829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002011936,"about_ca_topic_score_gemma":0.003533619,"domain_scores_codex":[0.9978201,0.0006242379,0.0001746918,0.0001925018,0.0009678755,0.0002205529],"domain_scores_gemma":[0.9848142,0.003912822,0.001051811,0.0005596746,0.006617968,0.003043538],"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":[0.00002252636,0.00001084246,0.0001868437,0.00008644834,0.00000347928,0.0002137918,0.00004507113,0.000008695441,0.00005525992,0.0003020657,0.9762039,0.02286106],"study_design_scores_gemma":[0.00001901819,0.00004446042,0.000720825,0.0007551602,0.00001322944,0.002862214,0.0005616334,0.00006596762,0.0001862045,0.002890268,0.9918461,0.00003486944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.003120316,0.04245554,0.009774894,0.5773324,0.1457682,0.0008623155,0.003481297,0.005339596,0.2118654],"genre_scores_gemma":[0.03358815,0.04996574,0.01187569,0.3611618,0.06583156,0.000749748,0.004286114,0.001524687,0.4710165],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2552816,"threshold_uncertainty_score":0.854002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03912506859182313,"score_gpt":0.3435376435332995,"score_spread":0.3044125749414764,"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."}}