{"id":"W4391474064","doi":"10.5114/dr.2023.134888","title":"Quiz dermatologiczny","year":2023,"lang":"pl","type":"article","venue":"Dermatology Review","topic":"Cancer and Skin Lesions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003994369,0.0004589809,0.001969631,0.0002726877,0.0002490404,0.00001884795,0.0003897286,0.0004144422,0.003321664],"category_scores_gemma":[0.0006407604,0.0003881197,0.0005267952,0.001739613,0.000340298,0.00008676346,0.0002562339,0.0006504011,0.03946058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006939167,"about_ca_system_score_gemma":0.00038752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001966811,"about_ca_topic_score_gemma":0.00001207995,"domain_scores_codex":[0.9964263,0.0004590506,0.001111975,0.0006400543,0.0003311369,0.001031508],"domain_scores_gemma":[0.9977315,0.0004346429,0.0002508577,0.001041458,0.000146837,0.0003947216],"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":[0.00001575444,0.00009052398,0.01674074,0.02189545,0.0002073537,0.007671237,0.0001351373,3.097382e-7,0.00003052421,0.002518486,0.9381236,0.01257083],"study_design_scores_gemma":[0.0008891797,0.00004494664,0.007501072,0.01414163,0.001138408,0.02466021,0.00007493488,0.0001201169,0.00009515701,0.0002344275,0.9506882,0.000411681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005382875,0.8569686,0.00004983956,0.1106231,0.002106299,0.001488891,0.00006285436,0.0006123336,0.02270522],"genre_scores_gemma":[0.1123258,0.8471087,0.00006237055,0.03582565,0.0002259102,0.0002098218,0.0002787395,0.00006215785,0.003900841],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1069429,"threshold_uncertainty_score":0.9998571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05121163468643401,"score_gpt":0.3729865694640985,"score_spread":0.3217749347776645,"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."}}