{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007214926,0.001034764,0.001057221,0.002801012,0.001248577,0.004085789,0.0007278093,0.002052877,0.106178],"category_scores_gemma":[0.003781636,0.0004246485,0.001179213,0.001415344,0.0008827753,0.003139336,0.00185767,0.00413892,0.05143495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322074,"about_ca_system_score_gemma":0.001343789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00189273,"about_ca_topic_score_gemma":0.003232111,"domain_scores_codex":[0.9988268,0.0001733076,0.0001084398,0.0001395167,0.0006345499,0.0001174087],"domain_scores_gemma":[0.9984365,0.0002954271,0.0002009764,0.0001239785,0.0006619495,0.0002809991],"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":[0.0001143582,0.00009198088,0.0009056499,0.002235953,0.00005978127,0.001460762,0.0001427367,0.00007137388,0.002113736,0.005788868,0.5961272,0.3908876],"study_design_scores_gemma":[0.00002003177,0.0000635947,0.001418533,0.001087816,0.00003268771,0.008140192,0.0001412114,0.00004633563,0.0004418365,0.002550218,0.9860381,0.00001945006],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00379878,0.5886618,0.004062125,0.03879432,0.04907639,0.0003309289,0.00147803,0.001329669,0.3124679],"genre_scores_gemma":[0.0512029,0.5329586,0.005395336,0.05295255,0.03238949,0.0002229563,0.002285831,0.0004705148,0.3221218],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.106178,"threshold_uncertainty_score":0.3552008,"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."}}