{"id":"W6950176257","doi":"10.5281/zenodo.6045610","title":"Tupiperla gracilis Burmeister 1839","year":2017,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Waterfall; Nova scotia; Lake district; Open water","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":[0.0001655394,0.0005461024,0.0004215168,0.001353547,0.001687274,0.0005286671,0.0007909261,0.001084828,0.02278289],"category_scores_gemma":[0.0006780441,0.0003736617,0.0001563813,0.001117429,0.0005847391,0.001569515,0.0007406824,0.0007021784,0.005095327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008890734,"about_ca_system_score_gemma":0.0003684699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01597334,"about_ca_topic_score_gemma":0.04405724,"domain_scores_codex":[0.9997765,0.00002577211,0.00001937342,0.00007031595,0.00007520893,0.00003276539],"domain_scores_gemma":[0.9997306,0.00005969042,0.0001142572,0.00002487982,0.00003863132,0.00003191706],"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":[0.000535213,0.0001669115,0.05226228,0.001961358,0.0001104961,0.004959979,0.004986172,0.001795297,0.0408005,0.008010714,0.1022417,0.7821694],"study_design_scores_gemma":[0.0001177962,0.0005966589,0.4870396,0.001164667,0.0001386122,0.007535238,0.003252191,0.0007664708,0.00269921,0.001934259,0.4946762,0.00007908649],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6195224,0.03448714,0.006454964,0.001626911,0.001555316,0.0005758615,0.006674504,0.002024567,0.3270783],"genre_scores_gemma":[0.9308288,0.005091534,0.006441061,0.001127404,0.0003197506,0.0002567572,0.002450456,0.00006800884,0.05341616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02278289,"threshold_uncertainty_score":0.07621634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241582233574343,"score_gpt":0.2195680183155449,"score_spread":0.1871521959798015,"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."}}