{"id":"W6968112756","doi":"10.5281/zenodo.13749811","title":"Camptomyia abnormis Mamaev 1961","year":2024,"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":"Malaise; Bin; Identification (biology); Clearing; Barcode","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":[0.0001021771,0.0003995739,0.0002368111,0.0009906164,0.001536234,0.0003422618,0.0003316762,0.0004904397,0.01200313],"category_scores_gemma":[0.0004024921,0.0001889909,0.0001118981,0.0007525054,0.0004960487,0.0006429109,0.0008157304,0.000649066,0.002386629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006104524,"about_ca_system_score_gemma":0.0005247319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01141122,"about_ca_topic_score_gemma":0.01896084,"domain_scores_codex":[0.9998688,0.000008479055,0.000009459431,0.0000530687,0.00004135119,0.00001893299],"domain_scores_gemma":[0.9999076,0.00001747573,0.00003058373,0.00001399486,0.00001546687,0.000014753],"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":[0.001353263,0.0002194908,0.06530422,0.0019445,0.00007413746,0.007613369,0.003886183,0.001532859,0.09951779,0.01170479,0.08541822,0.7214311],"study_design_scores_gemma":[0.0001356614,0.0003352608,0.3588983,0.001239644,0.0001120117,0.01350163,0.00320372,0.001206949,0.007172158,0.004789599,0.6093438,0.00006135713],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6146512,0.006614313,0.004474574,0.001119047,0.0006922565,0.0006546522,0.01003757,0.0005202091,0.3612362],"genre_scores_gemma":[0.9613632,0.002242368,0.003706342,0.0003227345,0.0001337694,0.0001568901,0.003292792,0.0000352383,0.02874667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01200313,"threshold_uncertainty_score":0.04015446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02497567639122486,"score_gpt":0.2200806227988774,"score_spread":0.1951049464076525,"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."}}