{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005433432,0.0002714611,0.0001771592,0.0009765397,0.0008497799,0.0002160341,0.0003737003,0.0002474123,0.01545465],"category_scores_gemma":[0.0002884048,0.0001485005,0.0001252412,0.000841068,0.0003544695,0.0004983724,0.0005469488,0.0002830164,0.003703744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003651659,"about_ca_system_score_gemma":0.0003987597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0109687,"about_ca_topic_score_gemma":0.02507105,"domain_scores_codex":[0.999872,0.000005462794,0.000008315668,0.00005152384,0.00003753673,0.00002515443],"domain_scores_gemma":[0.999798,0.0000267021,0.00009131138,0.00003222599,0.00003018435,0.00002167001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007301114,0.0001812059,0.3055334,0.001161905,0.0000665604,0.005461301,0.004681475,0.0004431404,0.04984716,0.004207054,0.02057009,0.6071166],"study_design_scores_gemma":[0.00002045938,0.0002038332,0.8261259,0.0002456855,0.00006951708,0.007898273,0.001332868,0.0003720728,0.003606859,0.0004587139,0.1596477,0.00001810436],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.755737,0.003129703,0.002898655,0.0001778779,0.0002487904,0.000148366,0.006271915,0.0003338664,0.2310538],"genre_scores_gemma":[0.9736067,0.0005281123,0.001705365,0.00008190758,0.00003607309,0.00002965031,0.002137663,0.00002719106,0.02184718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01545465,"threshold_uncertainty_score":0.05170095,"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."}}