{"id":"W4289224848","doi":"10.1038/s41598-022-17281-1","title":"An experimental study: effects of boulder placement on hydraulic metrics of instream habitat complexity","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Fisheries and Oceans Canada","keywords":"Habitat; Metric (unit); Environmental science; Structural complexity; Range (aeronautics); Hydrology (agriculture); Computer science; Ecology; Geology; Geotechnical engineering; Biology; Materials science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001251321,0.0001511107,0.0002646404,0.0001727181,0.0004555834,0.00001777311,0.000289971,0.00003173047,0.001984159],"category_scores_gemma":[0.00003184133,0.0001415899,0.00007159888,0.0008631561,0.0006450377,0.0001723137,0.0001777636,0.0001389227,0.000009176643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001134802,"about_ca_system_score_gemma":0.00003580227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001186308,"about_ca_topic_score_gemma":0.00005422093,"domain_scores_codex":[0.9971829,0.0001498406,0.0005207098,0.0006981331,0.001199011,0.0002494092],"domain_scores_gemma":[0.9987875,0.00005079344,0.0003434955,0.0006982111,0.00001466343,0.0001053059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001998971,0.0258187,0.7346948,0.00008557275,0.00007764607,0.0006577417,0.008888942,0.02790398,0.1974494,0.00005811696,0.003106826,0.001058346],"study_design_scores_gemma":[0.001058487,0.006780646,0.07134159,0.00001347371,0.00007607932,0.00004352368,0.002311254,0.0004427472,0.9131109,0.0009903887,0.003478744,0.000352172],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957046,0.0000687521,0.00002889472,0.00001832897,0.001602748,0.0006682281,0.000004330837,0.00002893645,0.001875196],"genre_scores_gemma":[0.9995013,4.992294e-7,0.000120569,0.00005143051,0.000006154833,0.00008372636,0.00004153367,0.00001025355,0.000184468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7156615,"threshold_uncertainty_score":0.9989282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01867343535465206,"score_gpt":0.2695010647706598,"score_spread":0.2508276294160078,"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."}}