{"id":"W6893428733","doi":"10.5281/zenodo.15218740","title":"Spiriverpa albiceps","year":2025,"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":"Royal British Columbia Museum","funders":"","keywords":"Cape; Lake district; Mile; Summit; National park","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000182007,0.0006918886,0.0002864775,0.001266231,0.0008037933,0.0003380518,0.0003404644,0.0002643177,0.01887771],"category_scores_gemma":[0.0003731549,0.0001767945,0.000242534,0.0005418618,0.0005616166,0.0005411928,0.001277054,0.0003207294,0.00400862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003059988,"about_ca_system_score_gemma":0.0001998461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004382303,"about_ca_topic_score_gemma":0.009750937,"domain_scores_codex":[0.9998579,0.00001789421,0.0000161261,0.00004094487,0.00003627224,0.0000309304],"domain_scores_gemma":[0.9998431,0.00001991263,0.00006095589,0.0000139513,0.00003923942,0.00002292985],"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":[0.001425067,0.0002122867,0.2573011,0.002023007,0.000270724,0.01078903,0.003479863,0.002175261,0.1104796,0.004448875,0.03567084,0.5717244],"study_design_scores_gemma":[0.00006935949,0.0009840891,0.8755264,0.0008486612,0.0001897092,0.01334864,0.004091249,0.001520426,0.00553876,0.001700088,0.09612456,0.00005817319],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.799757,0.002412627,0.001735847,0.0004597747,0.0001510841,0.0001983253,0.003947257,0.0003602833,0.1909777],"genre_scores_gemma":[0.9789847,0.0009288301,0.001087614,0.0003434267,0.00005381594,0.00009760517,0.001823106,0.000021354,0.01665958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01887771,"threshold_uncertainty_score":0.06315225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609019442647296,"score_gpt":0.2069369086599566,"score_spread":0.1908467142334836,"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."}}