{"id":"W6967324149","doi":"10.5281/zenodo.10010775","title":"Pityophthorus undetermined","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bryophyte Studies and Records","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Single specimen; Genus; Species identification; Identification (biology); Taxonomy (biology)","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002872713,0.00007989735,0.0000882552,0.00002691235,0.002216832,0.0002671049,0.0004791025,0.00004030252,0.007826189],"category_scores_gemma":[0.0001306001,0.0000363784,0.00005024324,0.0007531007,0.00007473584,0.0000749902,0.0007328514,0.0001030611,0.01070271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002884505,"about_ca_system_score_gemma":3.540677e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002389332,"about_ca_topic_score_gemma":0.000001519075,"domain_scores_codex":[0.9990703,0.000102031,0.0001167241,0.0002416621,0.0001799223,0.0002893267],"domain_scores_gemma":[0.9996229,0.00002728751,0.00003770516,0.00007574852,0.0001428715,0.00009346644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002381095,0.00004586171,0.0000138307,0.00001148958,0.00001798937,0.0000177267,0.0001603442,0.00000376227,0.01934849,0.0006469603,0.4095125,0.5701972],"study_design_scores_gemma":[0.00009064034,0.0001902136,0.01625642,0.000006738285,0.000003244119,0.00002579381,0.0003083308,0.00009101232,0.00008984599,0.0001731214,0.9826679,0.00009678298],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.805159,0.0000690568,0.00002270052,0.005339841,0.0007992876,0.0003792846,0.0002623716,0.0024239,0.1855446],"genre_scores_gemma":[0.9944713,0.0001880517,0.00002153895,0.0001350429,0.0008610315,2.912047e-8,0.001016911,0.00006706718,0.003239009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5731553,"threshold_uncertainty_score":0.9990821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04861392191840443,"score_gpt":0.2347591907827371,"score_spread":0.1861452688643327,"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."}}