{"id":"W4365141660","doi":"10.1086/725455","title":"Morphological plasticity in a caddisfly that co-occurs in lakes and streams","year":2023,"lang":"en","type":"article","venue":"Freshwater Science","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Caddisfly; Download; Cover (algebra); STREAMS; Ecology; Environmental ethics; Biology; Philosophy; Computer science; Larva; Engineering; World Wide Web","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":[0.0001331515,0.0001570557,0.0001824647,0.001222957,0.0003803176,0.0003415976,0.0001367862,0.000183583,0.001000341],"category_scores_gemma":[0.0004896482,0.0001646806,0.000183814,0.0006060029,0.0003046179,0.0002067268,0.0003353303,0.0001621984,0.0001080007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002441329,"about_ca_system_score_gemma":0.0001172544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002854194,"about_ca_topic_score_gemma":0.01642667,"domain_scores_codex":[0.9998198,0.00003146252,0.00001497421,0.0000593758,0.00003792571,0.00003646432],"domain_scores_gemma":[0.9997055,0.00003736944,0.0001417994,0.00001721888,0.000035369,0.00006267401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000108229,0.00003634923,0.9620064,0.00001798247,0.0000604271,0.000184692,0.0003398878,0.00004148758,0.03192433,0.00003811696,0.00008775705,0.00515437],"study_design_scores_gemma":[6.12692e-7,0.00001308122,0.9996752,9.316768e-7,0.000002916953,0.00007492906,0.00007489133,0.00002475795,0.00008712088,0.000004414597,0.00004044757,8.395153e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996279,0.00004390226,0.00003604791,0.000005543225,0.000001063817,0.000002340622,0.00004588376,0.000003131137,0.0002340468],"genre_scores_gemma":[0.9994778,0.00002975405,0.0001338478,0.00001375413,0.000002833564,0.000004363345,0.0001745923,0.000001718694,0.0001613419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002854194,"threshold_uncertainty_score":0.005675137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02054549652854669,"score_gpt":0.2476066597865812,"score_spread":0.2270611632580345,"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."}}